{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.1 折线图的绘制",
   "id": "937445d17a36f82b"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-12T08:12:00.033619Z",
     "start_time": "2025-02-12T08:11:59.578610Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:15:20.959413Z",
     "start_time": "2025-02-12T08:15:20.710407Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y，通过plot画折线图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "ca338b03ae9dc09a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.2 折线的颜色和形状设置",
   "id": "268122c43e4d8e0a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:18:13.616736Z",
     "start_time": "2025-02-12T08:18:13.469992Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    " # 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()"
   ],
   "id": "f66afae0f39db677",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 7.3 折点样式",
   "id": "7f98ba67352fe63f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:21:34.894776Z",
     "start_time": "2025-02-12T08:21:34.745364Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    " # 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='v')\n",
    "plt.show()"
   ],
   "id": "f41981a64da39069",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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AmMhQFm0uYnHWngZ9T1/ldruJjQzlQFkVp3aQ2IhQvn10AI4moUayBaog29FSeM8Hmby7LIdxl7UhTuumiIiPa9Ty8be//Y2oqChuvPHGsx4zefJknn766UbLcPwb/bj3Vp70uhvYX1bFtOU7G+29/clLt/RS8TBkaLcW9Ex2sD6/mDcWbePJ4V1NRxIRuSiNWj7ee+89brvtNsLCzj5EP2nSJCZMmHDi55KSElJSUho0R/+OcfRIOjr64eboqEfzKDs3ZyTpkssp3G43n2UWsLe0Ejdgs6B7koP+HfWId1Msy+LRIan88r2VfPDvnfz6yrYkNtUdWiLiuxqtfHz33XdkZWUxY8aMcx5nt9ux2xt3GNmyLB4d+p/RDzfw/Og0BnRq3qjv66v6tYs7ca5cmhfjFa7sGEfftjGszDnAa99uZfKNPU1HEhG5YI12m8e7775LRkYGaWlpjfUW9XJ87gdAz2R9kz8XnSvvY1kWE4emAvDJ6nx27Cs3nEhE5MLVu3yUlZXhdDpxOp0A5OTk4HQ6yc39zyqMJSUlfPrpp/z6179usKAXy7IsHhvamQ7xkTw2tLO+yZ+DzpV36tMmhoGpzal1uXl54RbTcURELpjldp/r5srTLV68mIEDB572+rhx45g2bRoAb7/9Ng899BCFhYU4HI56BSopKcHhcFBcXEx0dHS9flfE320sKObnry3DsuCrB6+kc0v9f0REvEN9Pr/rXT4am8qHyLmN/3ANX24o5JquLXjnl71NxxERAer3+a2lPUV8zMPXdMJmwYJNRazNPWg6johIval8iPiYDvGR3HhJMgAvztfcDxHxPSofIj7owUEdCQmyWJa9j+XZ+0zHERGpF5UPER+UEhPOrX1bAfD8/Cy8bOqWiMg5qXyI+Kj7BnYgLMTG2txDfLtZzycSEd+h8iHio+Kjwxh3WRsAnp+Xhcul0Q8R8Q0qHyI+7J7+7YmyB7N5dylfbig0HUdEpE5UPkR8WLOIUP5P/3YAvLRgCzW1LsOJRETOT+VDxMfdfUVbYiJCydlXzj/X5JuOIyJyXiofIj4u0h7MvVe1B+CVhVuprKk1nEhE5NxUPkT8wO0/a03L6DB2FVfw0b9zz/8LIiIGqXyI+IGwkCDuH9QBgCmLsjlcVWM4kYjI2al8iPiJMb1TaBUTzr6yKt7/fofpOCIiZ6XyIeInQoJsPHxNRwDeWrKN4iPVhhOJiJyZyoeIHxmRlkSnFpGUVNTwztLtpuOIiJyRyoeIHwmyWTwyJBWA977PYV9ZpeFEIiKnU/kQ8TNDurYgLdnB4apa3li0zXQcEZHTqHyI+BnLsnh06NHRjw9W7KTg0BHDiURETqbyIeKHrugQR7+2MVTVunjtm62m44iInETlQ8QPWZbFxGOjH59m5pOzr9xwIhGR/1D5EPFTvdvEcHXneGpdbl5esMV0HBGRE1Q+RPzYI0M6ATB3/S5+LCwxnEZE5CiVDxE/1i3RwfU9E3C74cX5Gv0QEe+g8iHi5x4e3AmbBQt/LGJN7kHTcUREVD5E/F2H+EhuuiQZgBfnZxlOIyKi8iESEB4c3JGQIIvvs/ezPHuf6TgiEuBUPkQCQHKzcH7RtxUAz8/Pwu12G04kIoFM5UMkQIy/ugNhITbW5h7imx/3mI4jIgFM5UMkQMRHhXHnZW0BeGF+Fi6XRj9ExAyVD5EAcs+AdkTZg9m8u5QvNhSajiMiAUrlQySANA0P5Tf92wHw8oIt1NS6DCcSkUCk8iESYO66oi0xEaHk7Cvnn2vyTccRkQCk8iESYCLtwdx7VXsAXlm4lYrqWsOJRCTQqHyIBKDbf9aaBEcYu4or+OjfuabjiEiAUfkQCUBhIUHcf3VHAN5YnE15ZY3hRCISSFQ+RALU6N7JtI4NZ19ZFdOW7zAdR0QCiMqHSIAKCbLx8OBOALy1ZBvFh6sNJxKRQFHv8rF06VKGDx9OYmIilmUxe/bs04758ccfGTFiBA6Hg4iICPr06UNurq4ri3ib4WmJpLaIoqSihre/22Y6jogEiHqXj/LyctLS0pgyZcoZ92/bto0rrriCzp07s3jxYtavX88f/vAHwsLCLjqsiDSsIJvFI0OOjn68t2wHe0srDScSkUBguS/iCVOWZTFr1ixGjRp14rWxY8cSEhLCP/7xjwv6M0tKSnA4HBQXFxMdHX2h0USkjtxuN6PeWM66vEPcdXkb/ji8m+lIIuKD6vP53aBzPlwuF19++SWdOnVi6NChxMfH069fvzNemjmusrKSkpKSkzYR8RzLspg4JBWAD1fkUnDoiOFEIuLvGrR87Nmzh7KyMp599lmuvfZa5s+fzw033MCNN97IkiVLzvg7kydPxuFwnNhSUlIaMpKI1MHlHWL5WbsYqmpdvPbNVtNxRMTPNfjIB8DIkSN5+OGH6dWrF48//jg///nPmTp16hl/Z9KkSRQXF5/Y8vLyGjKSiNSBZVlMHHp09OPTzHy27y0znEhE/FmDlo+4uDiCg4Pp2rXrSa936dLlrHe72O12oqOjT9pExPMyWscwqHM8tS43Ly/U6IeINJ4GLR+hoaH06dOHrKysk17fsmULrVu3bsi3EpFGMOHYnS9z1+1i0y7NvxKRxlHv8lFWVobT6cTpdAKQk5OD0+k8MbIxceJEZsyYwTvvvEN2djavv/46c+fO5d57723Q4CLS8LolOvh5zwQAXlqQdZ6jRUQuTL1vtV28eDEDBw487fVx48Yxbdo0AN577z0mT55Mfn4+qampPP3004wcObJOf75utRUxa9veMq55aQkuN8y89zIuadXMdCQR8QH1+fy+qHU+GoPKh4h5j322jk9W53NZ+1g++j8/Mx1HRHyAsXU+RMQ/PDCoI6FBNpZv28/32ftMxxERP6PyISKnSW4Wzi/6tQLg+XlZeNkAqYj4OJUPETmjewe2p0lIEM68Qyz8cY/pOCLiR1Q+ROSM4qPCuPPyNgC8OD8Ll0ujHyLSMFQ+ROSsftu/HVFhwWzeXcrc9btMxxERP6HyISJn1TQ8lN/2bwfAywu2UF3rMpxIRPyByoeInNNdl7clNiKUHfsP88/MfNNxRMQPqHyIyDlF2IO5d2AHAF75ZisV1bWGE4mIr1P5EJHzuq1fKxIcYRQWV/DRv8/8kEgRkbpS+RCR8woLCeKBQR0BmLIom/LKGsOJRMSXqXyISJ3cnJFMm9hw9pdX8f73OabjiIgPU/kQkToJCbLx8DWdAHhr6XaKD1cbTiQivkrlQ0TqbHjPRDq3jKK0ooa3lm4zHUdEfJTKh4jUmc1m8ciQVADe/34He0srDScSEV+k8iEi9TK4SzxpKU05Ul3LlEXZpuOIiA9S+RCRerEsi8eGHh39+OjfuRQcOmI4kYj4GpUPEam3yzvEcWm7WKpqXby6cKvpOCLiY1Q+ROSCPHps9OOzNfls31tmOI2I+BKVDxG5IBmtmzG4Szy1Ljcva/RDROpB5UNELtiEa46Ofsxdt4tNu0oMpxERX6HyISIXrGtiNMPTEgF4aUGW4TQi4itUPkTkojw8uCNBNouFP+4hc+dB03FExAeofIjIRWnXPJKbL0kG4IV5Gv0QkfNT+RCRi/bA4I6EBtn41/b9fJ+9z3QcEfFyKh8ictGSmjbhF/1aAfCXeVm43W7DiUTEm6l8iEiDGD+wA01CgliXd4iFP+4xHUdEvJjKh4g0iOZRdu66vA1wdO6Hy6XRDxE5M5UPEWkwv+3fnqiwYLKKSpm7fpfpOCLipVQ+RKTBOMJDuGdAewBeXrCF6lqX4UQi4o1UPkSkQd15WRviIkPZsf8wn2Xmm44jIl5I5UNEGlSEPZh7r+oAwKvfbKWiutZwIhHxNiofItLgftGvFQmOMAqLK/jw37mm44iIl1H5EJEGFxYSxIODOgLwxqJsyitrDCcSEW+i8iEijeKmjGTaxkWwv7yK97/PMR1HRLyIyoeINIqQIBsPDT46+vHW0u0UH642nEhEvIXKh4g0muE9E+ncMorSihreWrrNdBwR8RLBpgOIiP+y2Szuurwtv//net5dlsPP2sUQE2E/6ZjYyFASHE0MJRQRE+o98rF06VKGDx9OYmIilmUxe/bsk/bfeeedWJZ10nbttdc2VF4R8SGVNbU8P2/zsf/t4pfvreLnry07aRvx2vdU1uh2XJFAUu/yUV5eTlpaGlOmTDnrMddeey2FhYUnto8//viiQoqIbwoNspHYtAnWWfZbFiQ0DSM0SFeARQJJvS+7DBs2jGHDhp3zGLvdTsuWLS84lIj4B8uyeGRIKuPeW3nG/W43PDIkFcs6Wz0REX/UKF83Fi9eTHx8PKmpqfzud79j//79Zz22srKSkpKSkzYR8R/9O8bRM9mB7ZR+YbOgZ7KD/h3jzAQTEWMavHxce+21/P3vf+ebb77hueeeY8mSJQwbNoza2jNf0508eTIOh+PElpKS0tCRRMSg46MfLvfJr7s06iESsCy32+0+/2Fn+WXLYtasWYwaNeqsx2zfvp327duzcOFCBg0adNr+yspKKisrT/xcUlJCSkoKxcXFREdHX2g0EfEibrebkVO+Z2NB8YkS0j0xmrn3X6HyIeInSkpKcDgcdfr8bvRZXu3atSMuLo7s7Owz7rfb7URHR5+0iYh/OdPoR792sSoeIgGq0ctHfn4++/fvJyEhobHfSkS82PG5H8et2XnAYBoRMane5aOsrAyn04nT6QQgJycHp9NJbm4uZWVlTJw4kRUrVrBjxw6++eYbRo4cSYcOHRg6dGhDZxcRH2JZFo8N7Uyb2HBsFqzNK2ZLUanpWCJiQL3Lx+rVq0lPTyc9PR2ACRMmkJ6ezpNPPklQUBDr169nxIgRdOrUiV/96ldkZGTw3XffYbfbz/Mni4i/u6JjHIsnDmRwlxYAzFiVZziRiJhwURNOG0N9JqyIiG/6dnMRd09bTbPwEFY8MQh7cJDpSCJykbxqwqmIyKkGdIqnZXQYBw9Xs2BTkek4IuJhKh8i4nFBNosxvZMBmL5Sl15EAo3Kh4gYMbp3CpYFy7L3kXfgsOk4IuJBKh8iYkRKTDhXdDi6tPonqzX6IRJIVD5ExJhb+hx9nMKnq/OpqXUZTiMinqLyISLGXNO1BTERoewuqWDp1r2m44iIh6h8iIgx9uAgbkxPAuBjTTwVCRgqHyJi1PFLL99u3sOekgrDaUTEE1Q+RMSoji2iyGjdjFqXm8/W5JuOIyIeoPIhIsYdH/2YsSoPL1t0WUQagcqHiBj3854JRNqD2bn/MCu262m3Iv5O5UNEjAsPDWZEr0QApq/KNZxGRBqbyoeIeIWxxy69fLVxN4cOVxlOIyKNSeVDRLxCjyQHXRKiqapxMXttgek4ItKIVD5ExCtYlnVi9GO6Jp6K+DWVDxHxGqN6JWEPtrF5dynr84tNxxGRRqLyISJewxEewnU9EgBNPBXxZyofIuJVjq/5Mce5i/LKGsNpRKQxqHyIiFfp1zaGNrHhlFfV8uX6QtNxRKQRqHyIiFexLItb+rQCdOlFxF+pfIiI17kpI4lgm8Wa3ENsKSo1HUdEGpjKh4h4nfioMAZ1iQdg+so8w2lEpKGpfIiIVxp77NLLzLX5VNbUGk4jIg1J5UNEvFL/Ts1pGR3GocPVzP+hyHQcEWlAKh8i4pWCbBZjeicDMGOVLr2I+BOVDxHxWqN7p2BZsCx7H3kHDpuOIyINROVDRLxWSkw4V3SIAzT6IeJPVD5ExKsdn3j6aWYeNbUuw2lEpCGofIiIVxvcNZ6YiFCKSipZsmWv6Tgi0gBUPkTEq9mDg7gxPQmA6br0IuIXVD5ExOuN7Xv0YXPfbt7DnpIKw2lE5GKpfIiI1+sQH0Xv1s2odbn5NDPfdBwRuUgqHyLiE27pc3T045PVebhcbsNpRORiqHyIiE+4vmcCkfZgdu4/zIqc/abjiMhFUPkQEZ8QHhrMiF6JgNb8EPF1Kh8i4jNuPbbmx1cbd3PocJXhNCJyoVQ+RMRndE+KpmtCNFU1LmatLTAdR0QuUL3Lx9KlSxk+fDiJiYlYlsXs2bPPeuw999yDZVn89a9/vYiIIiJHWZZ14rbb6SvzcLs18VTEF9W7fJSXl5OWlsaUKVPOedysWbNYsWIFiYmJFxxORORUI9OSsAfbyCoqZV1+sek4InIB6l0+hg0bxjPPPMMNN9xw1mMKCgq4//77+fDDDwkJCbmogCIiP+UID+G6HgkAzFiVaziNiFyIBp/z4XK5uOOOO5g4cSLdunU77/GVlZWUlJSctImInMvYY2t+zHHuoryyxnAaEamvBi8fzz33HMHBwTzwwAN1On7y5Mk4HI4TW0pKSkNHEhE/07dtDG3jIiivquWL9btMxxGRemrQ8pGZmckrr7zCtGnTsCyrTr8zadIkiouLT2x5ebp/X0TOzbKsEyue6mFzIr6nQcvHd999x549e2jVqhXBwcEEBwezc+dOHnnkEdq0aXPG37Hb7URHR5+0iYicz42XJBFss1ibe4is3aWm44hIPTRo+bjjjjtYv349TqfzxJaYmMjEiROZN29eQ76ViAS4+KgwBnWJB7TiqYivCa7vL5SVlZGdnX3i55ycHJxOJzExMbRq1YrY2NiTjg8JCaFly5akpqZefFoRkZ8Y27cV834oYubafB67NpWwkCDTkUSkDuo98rF69WrS09NJT08HYMKECaSnp/Pkk082eDgRkXPp37E5CY4wDh2uZv6mItNxRKSO6j3ycdVVV9VrVcEdO3bU9y1EROokyGYxuncKr36zlRmrchmRpkUNRXyBnu0iIj5tdEYylgXfZ+8nd/9h03FEpA5UPkTEp6XEhHNFhzgAPlmtiacivkDlQ0R83q19WwHwaWYeNbUuw2lE5HxUPkTE5w3u0oKYiFCKSipZnLXXdBwROQ+VDxHxeaHBNm66JAnQiqcivkDlQ0T8wvHl1hdl7aGopMJwGhE5F5UPEfELHeKj6N26GbUuN59l5puOIyLnoPIhIn5j7LGJpzNW5eFy1X09IhHxLJUPEfEb1/VoSZQ9mNwDh1mxfb/pOCJyFiofIuI3wkODGdHr6Cqnmngq4r1UPkTEr4ztc/TSy9cbd3OwvMpwGhE5E5UPEfEr3ZOi6ZoQTVWti9nOAtNxROQMVD5ExK9YlsWtfY/edjt9ZV69HoQpIp6h8iEifmdEryTswTayikpx5h0yHUdETqHyISJ+x9EkhOt7JABHb7sVEe+i8iEifun4iqdz1u2irLLGcBoR+SmVDxHxS33bxtAuLoLDVbV8uX6X6Tgi8hMqHyLilyzLOjH68fFKXXoR8SYqHyLit268JJlgm4Uz7xCbd5eYjiMix6h8iIjfah5lZ3CXFoAmnop4E5UPEfFrtxxb82PW2gIqqmsNpxERUPkQET/Xv2NzEh1hHDpczfxNRabjiAgqHyLi54JsFqN7H1/xNNdwGhEBlQ8RCQCjeydjWbB823527i83HUck4Kl8iIjfS24WzpUdmwPwyWpNPBUxTeVDRALC2GNrfny6Op+aWpfhNCKBTeVDRALC4C4tiI0IZU9pJYuz9pqOIxLQVD5EJCCEBtu4KSMZgOmrNPFUxCSVDxEJGGOO3fXy7eY97C6uMJxGJHCpfIhIwOgQH0mfNs1wueGfa/JNxxEJWCofIhJQbunTCji63LrL5TacRiQwqXyISEC5rkdLouzB5B44zIrt+03HEQlIKh8iElDCQ4MZmZ4IwMd62JyIESofIhJwxh679DJv424OllcZTiMSeFQ+RCTgdE9y0C0xmqpaF7PWFpiOIxJwVD5EJCAdX/F0xqo83G5NPBXxpGDTAURETBjRK4k//e+PZBWV4sw7RHqrZqYjiTSaXYeOcOAclxhjI0NJcDTxWJ56l4+lS5fy/PPPk5mZSWFhIbNmzWLUqFEn9j/11FNMnz6dvLw8QkNDycjI4E9/+hP9+vVryNwiIhfF0SSE63okMHNNAdNX5ql8iN+qrKllxOvL2Fd29vLRPNLOsscHYg8O8kimel92KS8vJy0tjSlTppxxf6dOnXj99dfZsGEDy5Yto02bNgwZMoS9e/UsBRHxLscnns5dv4uyyhrDaUQaR2iQjcSmTbCsM++3LEhoGkZokOdmYljui7jYaVnWaSMfpyopKcHhcLBw4UIGDRp03j/z+PHFxcVER0dfaDQRkfNyu90MenEJ2/eV8+yNPRjbt5XpSCKNYsmWvYx7b+VZ9//t7r4M6NT8ot6jPp/fjVpzqqqqePvtt3E4HKSlpZ3xmMrKSkpKSk7aREQ8wbIsbjk28XS61vwQP9a/Yxw9kx3YThn9sFnQM9lB/45xHs3TKOXjiy++IDIykrCwMF5++WUWLFhAXNyZ/8MmT56Mw+E4saWkpDRGJBGRM7rxkmSCbRbOvENs3q0vP+KfLMvikSGpnPpEAZcbHhmSinW2azKNpFHKx8CBA3E6nSxfvpxrr72WMWPGsGfPnjMeO2nSJIqLi09seXn69iEintM8ys41XVsAMH2l/v0R/xURevJkUlOjHtBI5SMiIoIOHTrws5/9jHfffZfg4GDefffdMx5rt9uJjo4+aRMR8aTjl15mrS2gorrWcBqRhre3tJLxH6056TVTox7goUXGXC4XlZWVnngrEZF6u7JjcxIdYRQfqWbeD7tNxxFpUDW1Lu77aA1FJZW0bx5Bt8SjX/JNjXrABZSPsrIynE4nTqcTgJycHJxOJ7m5uZSXl/PEE0+wYsUKdu7cSWZmJnfffTcFBQWMHj26obOLiDSIIJvF6N7/WfFUxJ889/Vm/p1zgIjQIN66ozeThnWhQ3wkjw3tbGTUAy5gkbHVq1czcODAEz9PmDABgHHjxjF16lQ2b97M3/72N/bt20dsbCx9+vThu+++o1u3bg2XWkSkgY3uncyr325l+bb97NxfTuvYCNORRC7al+sLeee7HABeGJ1Gh/hIOsRHsnDCAKO56l0+rrrqqnM+B2HmzJkXFUhExITkZuH079icJVv2MmNVHo9d29l0JJGLsrWolImfrQPgtwPaMaxHguFE/6EHy4mIHHP8YXOfZuZTU+synEbkwpVWVPPbDzI5XFXLpe1imTgk1XSkk6h8iIgcM6hLC2IjQtlbWsmiLD0SQnyT2+1m4qfr2b63nARHGK/9Ip1gDy6dXhfelUZExKDQYBs3ZSQDMGNVruE0IhfmraXb+fqH3YQEWbxx2yXERdpNRzqNyoeIyE+MOXbXy7eb97C7uMJwGpH6WZ69j798vRmAPw7v5rVPa1b5EBH5iQ7xkfRtE4PLDZ9l6rZb8R27Dh3hvo/X4nLDzRnJ3NbPex+UqPIhInKK4yuezlidh+vUh2GIeKHKmlp+9+EaDpRX0S0xmmdGdTe2hkddqHyIiJziuh4JRNmDyTtwhH9t3286jsh5/b+5m1iXdwhHkxCm3p5BWEjQ+X/JIJUPEZFTNAkNYmR6IgDTteKpeLlPV+fx4b9zsSz469hepMSEm450XiofIiJnMLbP0evl8zbu5kB5leE0Ime2saCY/5q9EYCHBnViYGq84UR1o/IhInIG3ZMcdE+KpqrWxay1BabjiJzmYHkV93yQSVWNi6s7x3P/1R1MR6ozlQ8RkbO45djox4xVued8rISIp9W63Dw4w0n+wSO0ignn5TG9sNm8d4LpqVQ+RETOYkRaImEhNrYUlbE275DpOCInvPLNVpZu2UtYiI2pt2fgCA8xHaleVD5ERM7C0SSE6449jGvGSk08Fe/wzY9FvPrNVgAm39iDronRhhPVn8qHiMg5HJ94Onf9LsoqawynkUC3Y185D81wAvDLS1tzQ3qy2UAXSOVDROQc+rRpRrvmERyuqmXuul2m40gAO1JVyz0fZFJaUcMlrZryf6/vajrSBVP5EBE5B8uyGHtsxVOt+SGmuN1unpi1gc27S4mLDOWN2zIIDfbdj3DfTS4i4iE3XpJMsM1iXd4hfiwsMR1HAtA/Vuxk1toCgmwWr//iElo6wkxHuigqHyIi5xEXaeeari0AmKHRD/GwzJ0H+H9zNwEwaVhnftYu1nCii6fyISJSB8cfNjdrbQEV1bWG00ig2FNawb0frqHG5eb6ngn86oq2piM1CJUPEZE6uLJjc5KaNqH4SDXzfthtOo4EgOpaF/d9tJaikko6xEfyl5t6evWTautD5UNEpA6CbBajex+9rXG61vwQD3juq82szDlApD2Yt+7IIMIebDpSg1H5EBGpo9G9U7As+Nf2/ezYV246jvixL9bv4n+W5QDwwug02jePNJyoYal8iIjUUVLTJvTv2ByAT1Zr9EMax5aiUh77bD0A9wxoz7XdWxpO1PBUPkRE6uH4mh+fZuZTXesynEb8TWlFNff8I5PDVbVc3iGWR4d0Mh2pUah8iIjUw6AuLYiNCGVvaSWLNu8xHUf8iNvt5tFP17F9XzkJjjBeHZtOcJB/fkz753+ViEgjCQ22cXPG0YmnWvNDGtLUJduZ90MRoUE23rw9g9hIu+lIjUblQ0SknsYcu/SyKGsPu4srDKcRf/B99j6en7cZgKdGdKNXSlOzgRqZyoeISD21bx5J3zYxuNzwWaZGP+TiFBw6wv0fr8XlhtEZydzaN8V0pEan8iEicgGOr3g6Y3UeLpfbcBrxVZU1tdz7QSYHyqvonhTNf4/q7jcLiZ2LyoeIyAW4rkcCUWHB5B04wvJt+03HER/11JxNrMsvpml4CG/elkFYSJDpSB6h8iEicgGahAYxqlcSANNX5RpOI77ok1V5fLwyF8uCV8amkxITbjqSx6h8iIhcoOOXXub/UMSB8irDacSXbCwo5v9+vhGACYM7MaBTc8OJPEvlQ0TkAnVPctA9KZqqWhez1haYjiM+4mB5Fb/9RyZVNS4Gd4ln/MAOpiN5nMqHiMhFuKVPKwCmr8zF7dbEUzm3WpebB2c4KTh0hNax4bw4phc2m/9PMD2VyoeIyEUY2SuRsBAbW/eUsSb3kOk44uX+unALS7fsJSzExtTbM3A0CTEdyQiVDxGRixAdFsL1PRIBmKGJp3IOCzcV8dq32QA8e2NPuiREG05kjsqHiMhFGntsUai56woprag2nEa80Y595Tz8iROAOy9rw6j0JLOBDKt3+Vi6dCnDhw8nMTERy7KYPXv2iX3V1dX8/ve/p0ePHkRERJCYmMgvf/lLdu3a1ZCZRUS8Su/WzWjXPIIj1bV8sb7QdBzxMoerarjng0xKK2rIaN2MJ67rYjqScfUuH+Xl5aSlpTFlypTT9h0+fJg1a9bwhz/8gTVr1jBz5kyysrIYMWJEg4QVEfFGlmUx9thtt9NX6tKL/Ifb7WbSzA1s3l1KXKSdN267hNBgXXQIru8vDBs2jGHDhp1xn8PhYMGCBSe99vrrr9O3b19yc3Np1arVhaUUEfFyN16SzPPzsliXX8ymXSV0TQzc6/nyH39bvoPPnbsIsllM+UU6LaLDTEfyCo1ev4qLi7Esi6ZNm55xf2VlJSUlJSdtIiK+Ji7SzjVdWwDwyWo9bE5g9Y4DPPPljwA8cV0X+rWLNZzIezRq+aioqOD3v/89t956K9HRZ/4WMHnyZBwOx4ktJcX/n+YnIv7p+JofM9fkU1FdaziNmLSntIJ7P1xDjcvNz3smcPflbUxH8iqNVj6qq6sZM2YMbrebN99886zHTZo0ieLi4hNbXp6+MYiIb7qiQxxJTZtQUlHDvB92m44jhlTXurjvw7XsKa2kU4tInrupZ0A8qbY+GqV8HC8eO3fuZMGCBWcd9QCw2+1ER0eftImI+KIgm8Xo3skAfKyJpwHr2a82s3LHASLtwUy9PYMIe72nV/q9Bi8fx4vH1q1bWbhwIbGxusYlIoFjdO8ULAtWbD9Azr5y03HEw+as28W7y3IAeHFMGu2aRxpO5J3qXT7KyspwOp04nU4AcnJycDqd5ObmUl1dzc0338zq1av58MMPqa2tZffu3ezevZuqKj3xUUT8X1LTJieeUKqJp4FlS1Epv/9sPQD3XtWeod1aGk7kvepdPlavXk16ejrp6ekATJgwgfT0dJ588kkKCgqYM2cO+fn59OrVi4SEhBPb8uXLGzy8iIg3Or7mx2eZ+VTXugynEU8oqajmnn9kcqS6lis6xPHIkFTTkbxavS9EXXXVVed8cqOe6igige7qzi2Iiwxlb2kl327eo2/Afs7lcvPoJ+vYvq+cREcYr4ztRVAAPqm2PrTMmohIAwsNtnHTJUcnns5YpUsv/m7q0m3M31REaJCNN2/PIDbSbjqS11P5EBFpBGOOXXpZnLWHwuIjhtNIY1m2dR8vzMsC4OmR3UhLaWo2kI9Q+RARaQTtm0fSt20MLjd8tjrfdBxpBAWHjnD/x2twueGW3inc2lePEKkrlQ8RkUZyfOLpjNV5uFyaD+dPKqpr+d0HmRw8XE2PJAdPj+xmOpJPUfkQEWkkw7onEBUWTP7BI3y/bZ/pONKAnp77A+vzi2kaHsKbt19CWEiQ6Ug+ReVDRKSRNAkNYlSvJACma+Kp35ixKpePV+ZhWfDq2HSSm4WbjuRzVD5ERBrRLccuvcz/YTcHyrXYoq9bn3+IP3z+AwCPXNOJ/scWlJP6UfkQEWlE3ZMc9EhyUF3rZuYaTTz1ZQfKq/jdB2uoqnExuEsL7r2qg+lIPkvlQ0SkkR0f/ZixKk8LMfqoWpebB6evpeDQEdrEhvPimDRsWkjsgql8iIg0shG9EgkLsbF1Txlrcg+ajiMX4OUFW/hu6z6ahAQx9Y4MHE1CTEfyaSofIiKNLDoshOt7JAIwfaUmnvqaBZuKeH1RNgDP3tSDzi2jDSfyfSofIiIeMLbv0UsvX6wvpLSi2nAaqaucfeVMmOEE4M7L2jDy2N1LcnFUPkREPKB362a0bx7Bkepa5q4rNB1H6uBwVQ33/COT0soaerduxn9d38V0JL+h8iEi4gGWZTG2z9Hlt2esyjWcRs7H7XYzaeYGsopKaR5l543bLiEkSB+ZDUVnUkTEQ264JImQIIt1+cVs2lViOo6cw7TlO/jcuYtgm8Ubt11CfHSY6Uh+ReVDRMRD4iLtXNO1BaDRD2+2ascB/vTljwA8cV0X+rSJMZzI/6h8iIh40C3HLr3MWltARXWt4TRyqj0lFdz74RpqXG5GpCVy1+VtTEfySyofIiIedGWHOJKaNqGkooavN+42HUd+orrWxfiP1rC3tJLUFlE8e1MPLEsLiTUGlQ8REQ+y2SzG9D562+10XXrxKpP/dzOrdhwkyh7M1DsyCA8NNh3Jb6l8iIh42OjeyVgWrNh+gJx95abjCPC5s4D3vs8B4MUxabSNizCcyL+pfIiIeFhi0yYMOPY01BmrtOKpaVm7S3n8nxsAGD+wPUO6tTScyP+pfIiIGDD22MPmPsvMp7rWZThN4CqpqOaeDzI5Ul3LlR3jmHBNqulIAUHlQ0TEgEFdWhAXGcq+skq+3bzHdJyA5HK5eeSTdeTsKyepaRNeGZtOkJ5U6xEqHyIiBoQE2bgpIxnQpRdT3lyyjQWbiggNtvHm7ZcQExFqOlLAUPkQETHklmN3vSzO2kNh8RHDaQLLd1v38uL8LAD+e2Q3eiY3NRsowKh8iIgY0q55JH3bxuByw6er803HCRj5Bw/zwMdrcbmPzr05vvCbeI7Kh4iIQccnns5YlYfL5Tacxv9VVNfyuw/WcPBwNT2THTw1opvpSAFJ5UNExKDreiQQFRZMwaEjfL9tn+k4fu+pOT+woaCYZuEhvHHbJYSFBJmOFJBUPkREDAoLCeKG9CQApmviaaOavjKX6avysFnw6q3pJDcLNx0pYKl8iIgYdsuxSy/zf9jN/rJKw2n80/r8Qzw55wcAHhmSypUdmxtOFNhUPkREDOuW6KBHkoPqWjez1haYjuN3DpRX8bsP1lBV4+Kari343YD2piMFPJUPEREvcHz0Y/qqPNxuTTxtKLUuNw98vJaCQ0doGxfBi2PSsGkhMeNUPkREvMDIXok0CQkie08Za3IPmo7jN15akMWy7H00CQli6u0ZRIeFmI4kqHyIiHiFqLAQru+ZAMD0lZp42hDm/7CbKYu2AfDczT1JbRllOJEcp/IhIuIljq/58cX6Qkorqg2n8W3b95bxyCfrALj78raMSEs0nEh+SuVDRMRLZLRuRvvmERyprmXOul2m4/isw1U13PNBJqWVNfRtE8Ok6zqbjiSnCDYdQEREjrIsi+u6J/Daomze/34HaWd43khsZCgJjiaeD+eFdh06woHyqpNec7vd/GVeFluKyoiNCOX129IJCdL3bG9T7/KxdOlSnn/+eTIzMyksLGTWrFmMGjXqxP6ZM2cydepUMjMzOXDgAGvXrqVXr14NGFlExD9V1tTy4cpcALL3lPHz15addkzzSDvLHh+IPTiwV+asrKllxOvL2FdWddZjal1uHE00wdQb1bsOlpeXk5aWxpQpU866/4orruC555676HAiIoEkNMhGcrOzj2pYFiQ0DSNU3+QJDbKR2LQJ1jnumm0VG65z5aXqPfIxbNgwhg0bdtb9d9xxBwA7duy44FAiIoHIsiweGZLKuPdWnnG/2310dU7rXJ+4AeJ85wp0rryZ8TkflZWVVFb+ZznhkpISg2lERMzq3zGOnkkO1hcUn/S6BcREhrJocxGLs/aYCedl3G43sZGhHCir4qfLstks6J7koH/HOGPZ5NyMl4/Jkyfz9NNPm44hIuIVLMvikaGnf6N3A/vLqpi2fKeZYD7EpREir2e8fEyaNIkJEyac+LmkpISUlBSDiUREzOrfMY7uSdH8UFCCm6OjHs2j7NyckaQP1FO43W4+yyxgb2klbjTq4SuMlw+73Y7dbjcdQ0TEa1iWxcShnU+MfriB50enMaCTnsR6Jv3axZ04Vxr18A2aBiwi4oX6d4yjZ7IDgJ7J+iZ/LjpXvqfe5aOsrAyn04nT6QQgJycHp9NJbu7Re9MPHDiA0+lk06ZNAGRlZeF0Otm9e3fDpRYR8XOWZfHY0M50iI/ksaGd9U3+HHSufI/lruezmxcvXszAgQNPe33cuHFMmzaNadOmcdddd522/49//CNPPfXUef/8kpISHA4HxcXFREdH1yeaiIiIGFKfz+96l4/GpvIhIiLie+rz+a05HyIiIuJRKh8iIiLiUSofIiIi4lEqHyIiIuJRKh8iIiLiUSofIiIi4lEqHyIiIuJRKh8iIiLiUSofIiIi4lHGn2p7quMLrpaUlBhOIiIiInV1/HO7Lgune135KC0tBSAlJcVwEhEREamv0tJSHA7HOY/xume7uFwudu3aRVRUVIM/mbCkpISUlBTy8vL03Jjz0LmqO52rutO5qh+dr7rTuaq7xjpXbreb0tJSEhMTsdnOPavD60Y+bDYbycnJjfoe0dHR+stZRzpXdadzVXc6V/Wj81V3Old11xjn6nwjHsdpwqmIiIh4lMqHiIiIeFRAlQ+73c4f//hH7Ha76SheT+eq7nSu6k7nqn50vupO56ruvOFced2EUxEREfFvATXyISIiIuapfIiIiIhHqXyIiIiIR6l8iIiIiEcFRPlYunQpw4cPJzExEcuymD17tulIXmvy5Mn06dOHqKgo4uPjGTVqFFlZWaZjeaU333yTnj17nlio59JLL+Wrr74yHcsnPPvss1iWxUMPPWQ6itd56qmnsCzrpK1z586mY3mtgoICbr/9dmJjY2nSpAk9evRg9erVpmN5pTZt2pz2d8uyLMaPH+/xLAFRPsrLy0lLS2PKlCmmo3i9JUuWMH78eFasWMGCBQuorq5myJAhlJeXm47mdZKTk3n22WfJzMxk9erVXH311YwcOZIffvjBdDSvtmrVKt566y169uxpOorX6tatG4WFhSe2ZcuWmY7klQ4ePMjll19OSEgIX331FZs2beLFF1+kWbNmpqN5pVWrVp3092rBggUAjB492uNZvG559cYwbNgwhg0bZjqGT/j6669P+nnatGnEx8eTmZlJ//79DaXyTsOHDz/p5z/96U+8+eabrFixgm7duhlK5d3Kysq47bbbeOedd3jmmWdMx/FawcHBtGzZ0nQMr/fcc8+RkpLC+++/f+K1tm3bGkzk3Zo3b37Sz88++yzt27dnwIABHs8SECMfcuGKi4sBiImJMZzEu9XW1jJ9+nTKy8u59NJLTcfxWuPHj+f6669n8ODBpqN4ta1bt5KYmEi7du247bbbyM3NNR3JK82ZM4fevXszevRo4uPjSU9P55133jEdyydUVVXxwQcfcPfddzf4Q1zrIiBGPuTCuFwuHnroIS6//HK6d+9uOo5X2rBhA5deeikVFRVERkYya9YsunbtajqWV5o+fTpr1qxh1apVpqN4tX79+jFt2jRSU1MpLCzk6aef5sorr2Tjxo1ERUWZjudVtm/fzptvvsmECRN44oknWLVqFQ888AChoaGMGzfOdDyvNnv2bA4dOsSdd95p5P1VPuSsxo8fz8aNG3W9+RxSU1NxOp0UFxfz2WefMW7cOJYsWaICcoq8vDwefPBBFixYQFhYmOk4Xu2nl4h79uxJv379aN26NZ988gm/+tWvDCbzPi6Xi969e/PnP/8ZgPT0dDZu3MjUqVNVPs7j3XffZdiwYSQmJhp5f112kTO67777+OKLL1i0aBHJycmm43it0NBQOnToQEZGBpMnTyYtLY1XXnnFdCyvk5mZyZ49e7jkkksIDg4mODiYJUuW8OqrrxIcHExtba3piF6radOmdOrUiezsbNNRvE5CQsJpRb9Lly66THUeO3fuZOHChfz61782lkEjH3ISt9vN/fffz6xZs1i8eLEmb9WTy+WisrLSdAyvM2jQIDZs2HDSa3fddRedO3fm97//PUFBQYaSeb+ysjK2bdvGHXfcYTqK17n88stPWwpgy5YttG7d2lAi3/D+++8THx/P9ddfbyxDQJSPsrKyk7415OTk4HQ6iYmJoVWrVgaTeZ/x48fz0Ucf8fnnnxMVFcXu3bsBcDgcNGnSxHA67zJp0iSGDRtGq1atKC0t5aOPPmLx4sXMmzfPdDSvExUVddq8oYiICGJjYzWf6BSPPvoow4cPp3Xr1uzatYs//vGPBAUFceutt5qO5nUefvhhLrvsMv785z8zZswYVq5cydtvv83bb79tOprXcrlcvP/++4wbN47gYIMVwB0AFi1a5AZO28aNG2c6mtc503kC3O+//77paF7n7rvvdrdu3dodGhrqbt68uXvQoEHu+fPnm47lMwYMGOB+8MEHTcfwOrfccos7ISHBHRoa6k5KSnLfcsst7uzsbNOxvNbcuXPd3bt3d9vtdnfnzp3db7/9tulIXm3evHluwJ2VlWU0h+V2u91mao+IiIgEIk04FREREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGPUvkQERERj1L5EBEREY9S+RARERGPUvkQERERj/r/A3n+ynbl5KcAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 7.4设置的图片的大小和保存",
   "id": "6be61142b419d7ca"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:30:09.533707Z",
     "start_time": "2025-02-12T08:30:09.282420Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x=range(2,26,2)#x轴的位置\n",
    "y=[random.randint(15,30)for i in x]\n",
    "# 设置画布\n",
    "plt.figure(figsize=(20, 8),dpi=80)\n",
    "plt.plot(x, y)\n",
    "# plt.show()\n",
    "plt.savefig('t1.svg')"
   ],
   "id": "f30e8adcd004de9f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 7.5 绘制x轴和y轴的刻度",
   "id": "3963a1a8b1214142"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:36:53.347396Z",
     "start_time": "2025-02-12T08:36:52.915395Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y) \n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "de1ddee04f4f6007",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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Mr9P8/f1RUVEhOoOIiIiIyCho9Qa8s78Yq3fnQaM14K6JfvjjvDHwsMB9CPuitlWD+Ff2IDrAFZ89MU10DhERkRDXm6/16Y5CIiIiIiIyLidLL+OPX5xDbk0bQjwd8NL8SEwbZbn7EPaFj7Mt7rzJD5+eqMDJ0suICXITnURERGRU+n3qMRERERERidPSpcUfvziHe/713WElN4/GtqcSOCTso/REFQBgXXah4BIiIiLjwzsKiYiIiIhMwJXDSqrx128uoqG9G1NC3LH8zkiM8nYSnWZSRnk74eYIb+y4WIui+naovBxFJxERERkN3lFIRERERGTkyho78YsNx/GbTaehMxiw8p4J+CQ9jkPCAUpPVEGSgHcOFItOISIiMiq8o5CIiIiIyEhp9Qa8vb8Iq3flo1vHw0oGy5QQd0QFuOLzkxVYPCsMnvzfJxEREQDeUUhEREREZJROljbhtn8cwMrtaox0tcNHabHI+Fk0h4SDQCaT4fFEFXp0BnxwqER0DhERkdHgHYVEREREREakpVOLVzJz8dHRMlgr5Hjq5tH4ZVIobK0UotPMyuxxIxDkYY8PjpTiiaRQ2Fvz0oiIiIh3FBIRERERGQFJkvB1ThVuztiHj46WITbEHd8+lYBnZoVxSDgEFHIZ0uJD0NypxWcnKkTnEBERGQUOComIiIiIBPv+sJLfbjoNvcGAV++ZgI/T4zDKmyfyDqV7YgLg7mCNdw4UQac3iM4hIiISjoNCIiIiIiJBtHoD3tpbgFmv70N2Xj3uifHH7iVJuHdSAGQymeg8s2dnrcDCqUEob+rCtvM1onOIiIiE46CQiIiIiEiAEyVNuPUf+7Fyuxp+rnb46LFYrLo3Cu4O1qLTLMrCqcGwtZJjXXYRJEkSnUNERCQUd+wlIiIiIhpGLZ1avLw9F5uOXTms5OmZVw4rsVFyH0IR3B2scW9MAD48UorDRY2YFuopOomIiEgYDgqJiIiIiIbB94eV/P0/F9HQ3oM4lTteunM8Qr24D6FoaQkh+PfRUqzLLuKgkIiILBoHhUREREREQ6y0sQPPf3ke+/Mb4GZvhVX3RuHuiX7ch9BIBHk4YE7kCHx7rgbqmjaEj3ASnURERCQE9ygkIiIiIhoiPToD3swqwC2vZ2N/fkPvYSX3xPhzSGhk0hNDAQDrsosElxAREYnDOwqJiIiIiIbA8ZIm/GHLOeTXtUPl5YCX5o/H1FAP0Vl0DdEBrpgS4o6vcyrx7OxwjHCxFZ1EREQ07HhHIRERERHRIGru7MHvt5zFvf86jNLGTjwzMwzbnkrgkNAEPDFDBa1ewoaDxaJTiIiIhOAdhUREREREg+B/DyuZqvLAi3dG8rASE5IU5o3R3o7499Ey/DplFJxtrUQnERERDSveUUhEREREdINKGzuwcP0xPPXxGegNEl67NwofPRbLIaGJkctleCxRhfZuHTYdLROdQ0RENOw4KCQiIiIiGqD/Pazk3u8OK7mbh5WYrNTokfB2ssGGgyXo0RlE5xAREQ0rDgqJiIiIiAbgeEkTbv3HfryaqYa/mx0+To/Dq/dGwd3BWnQa3QAbpQKPTA9BTasGX+dUic4hIiIaVhwUEhERERH1Q3NnD57b/N1hJU2dWDwrDN8+lYA4FQ8rMRcPxgbCwVqBt7OLIEmS6BwiIqJhw8NMiIiIiIj6QJIkfHXmymEljR09mBbqgRfnR0LFfQjNjoudFR6YEoh3DhRjb149ksO9RScRERENiz7dUajRaDB//nyEhYUhKioKs2bNQkFBAQAgNjYW0dHRiI6ORmRkJGQyGc6ePQsAOHDgABITE5GUlIRdu3YBAFpbW/Hkk0/Cz88PPj4+GDduHFauXDlE3x4RERER0Y0raejAz989hqc/OQMJQMbPovDvtFgOCc3Yo/EhUMplWLevSHQKERHRsOnz0uP09HSo1Wrk5OQgNTUVaWlpAICjR4/izJkzOHPmDF544QVERkZiwoQJAIC1a9fis88+w9atW7FmzRoYDAbMmTMHTU1NOH36NGpra3HkyBE4OzvDYOBGwURERERkXHp0Bvzf7nzc8kY2DhQ04GeT/LF78QzcNZGHlZi7ka52uD1qJA4XNeJcRYvoHCIiomEhkwaw6caJEydwzz33oKSk5Aefnzt3LmbPno2nn34aALB3714888wzkMlkeOmll2AwGJCeno7CwkLY2tr2O9bf3x8VFRX9fhwRERERUX8dK27CH744h4K6doR6OeClO8dzH0ILc6m6FXNX78dtE3zxzwcnis4hIiIaFNebrw1oj8LVq1cjNTX1B58rLy/Hvn378OGHH/Z+LikpCadPn+7989/+9jdMmjRpQENCIiIyfoX17fj6TBV+kzIKSgXPyyIi02QwSPjz1+ex8UgZrJVyLJkVhvQZKtgoFaLTaJiN8XVGYpgXvj1XjbLGTgR62ItOIuqXEyVNOFl6GemJKt4FTUR90u+ruOXLl6OgoAArVqz4weffe+893HbbbfD09By0uIyMDPj7+/d+tLe3D9pzExHR4JIkCc9+loPVu/NxsLBRdA4R0YB9e74aG4+UYUqwOzKfTsRvbh7NIaEFezxRBYMEvHuAexWSaWnu7METG09ixbZcHC7iezMi6pt+DQpXrVqFLVu2YNu2bbC3//+/TZMkCRs2bMCiRYuu+/iYmBicOHEC3d3dfXq9xYsXo6KiovfD0ZGbRRMRGatdl+pwqqwZAJCVWyc2hohogLR6A17bkQdHGyXWLJiIEE8H0Ukk2LRQD4wb6YxPT1TgckeP6ByiPlv+7SU0tF/5b3ZdNgfdRNQ3fR4UZmRkYNOmTdi5cydcXV1/8Hd79uyBTqfDrFmzrvscc+fORUBAANLS0tDU1AQAaG5uxrJly6DX6/tfT0RERkFvkPBqZi7srBTwcrLBntw6DGALXCIi4T49UY7ihg48lqCCh6ON6BwyAjKZDOmJKnRp9fjwSKnoHKI+OVTQgE9PVCBhtCfmRo7AXnU91DVtorOIyAT0aVBYUVGBJUuWoLm5GcnJyYiOjkZsbGzv37/77rt45JFHIJdf/+nkcjkyMzPh5OSEyMhI+Pv7Iz4+Hi4uLlAouJyDiMhUbTlVgbzadjwaH4zZ43xQ1tSJooYO0VlERP3S1aPH6l358HS0RlpCiOgcMiK3jveFn6sd3j9UAo2WNziQcdNo9fj9F+dgZ6XA8jvH4/EZoQB4VyER9U2fDjPx9/e/7p0hH330UZ9f0MXFBW+99RbeeuutPj+GiIiMl0arxxu78uFqb4XHZ4TiREkTNh4pQ1ZuHUK9uGUEEZmODYeKUdfWjb/eMQ4ONgM684/MlFIhx6L4EPztPxex+VQFHooNEp1EdE1v7MpHaWMnnr91DALc7RHgbo8pIe746kwlfjc7DL4udqITiciI8UhKIiK6IRuPlKKyuQu/SgqFs60Vpqo8YaOUI0vNfQqJyHQ0d/Zgzd5CBLjb4YEpgaJzyAjdNzkALnZWeGd/MfQGbq9Bxul8ZQve3l+ECf4ueHhacO/nH09UQWeQsOFgibA2IjINHBQSEdGAtWq0eDOrAL4utlg4NRgAYGetwNRQDxwrbkJ7t05sIBFRH63ZW4g2jQ5LZoXDWsm3yPRjDjZK/DwuCMUNHdh5sVZ0DtGP6PQGPLflLADg5bsmQKn4/z/LksO9McrbER8dLUOrRisqkYhMAN8FERHRgL2TXYTLnVo8MzMMtlb/f6/ZlAhvaPUSDuQ3CKwjIuqb6pYuvHeoBBEjnHBH1EjROWTEfjEtGNZKOdZmF/LQLjI66w8W43xlKx5PVGHsSOcf/J1cLkN6ggrt3TpsOlomqJCITAEHhURENCD1bd1450AxQr0ccNdEvx/8XXK4NwAgK5fLj4nI+K3elY9unQHL5kRALpeJziEj5uVkg7sn+uF0WTNOlF4WnUPUq7SxAxk78xDi6YDf3jz6ql+TetNIeDvZYMPBEvToDMNcSESmgoNCIiIakH/uyUdnjx7Pzo74wdIWAAhwt8cob0dkqet4xwURGbWCunZ8eqIcU0LckRTuJTqHTEBaggoyGbB2H0+QJeMgSRL+8MU5aLQGrLhr/A9Wefw3G6UCD08PRk2rBl/nVA1zJRGZCg4KiYio38oaO/HRsTJEB7hi9jifq35NcrgX6tq6caGqdZjriIj67rUdahgkYNmcCMhkvJuQflqolyNmjvHBrku1KKhrF51DhM9PVuBgQSMemBKAOJXHdb/2odggOFgr8HZ2EX+ZS0RXxUEhERH122s71dDqpeteWCdHXFl+vJenHxORkTpT3oxt52swa6wPYoLcROeQCXk8UQUAeGc/7yokserbuvHi1kvwcrLBc3PH/OTXu9hZ4YEpgVDXtmFvXv0wFBKRqeGgkIiI+uVCVQu+OlOFGWFemBp67d9aTwpyh6ONEnu4TyERGSFJkvDKtlzIZcCzs8NF55CJmRTsjomBrthyqhJ1bRrROWTB/vrNBbR0afG3O8bBxc6qT495ND4ESrkM67h8noiugoNCIiLql1cz1QB++sLaWilHwmhPnC5vRlNHz3CkERH12f78BhwuasRdE/0R5uMkOodMUHpiKHr0Brx/qER0ClmoXRdr8Z+z1bhlrA/mRI7o8+NGutrh9qiROFzUiLMVzUMXSEQmiYNCIiLqsyNFjdirrscdUSMR6efyk1+fHO4NSQKyubSFiIyIwSDhle25sFbK8cysMNE5ZKJmjfWBytMBHx4uRUe3TnQOWZg2jRZ/+uo8nGyU+FtqZL/3WH0s4cry+bXZvKuQiH6Ig0IiIuoTSbpyYa2Uy7Dklr5dWH9/gmgW9ykkIiOy9Vw1LlS1YmFcEPxc7UTnkIlSyGVIS1ChVaPDx8fLReeQhXk1U43qFg2emxeBES62/X782JHOSBjtiW3nqlHW2DkEhURkqjgoJCKiPtlxsRany5rxwJRABHk49Okx3s62iPRzxr68eugNPFmPiMTT6g14bYcaTjZK/Cp5lOgcMnF3TfSDp6M11h8ohlZvEJ1DFuJESRM+PFKKKcHueGBy4ICf5/HEUBgk4N0DvKuQiP4/DgqJiOgn6fQGvJqphp2VAr+5uX8X1inh3mju1OJ02eUhqiMi6ruPj5ejpLET6YkquDtYi84hE2drpcAvpgajsrkL356rFp1DFqBbp8dzW87BSi7HirvHQy7v35Lj/zZ9lAfG+jrj0xMVuMz9pInoOxwUEhHRT9pyuhIFde1ISwiBt1P/lrckRXgD4PJjIhKvs0eHf+zOh6ejDR6NDxGdQ2ZiQVwQ7KwUWLuvCJLEu+dpaL2VVYiCunb89uZRCPVyvKHnkslkeHyGCl1aPT48UjpIhURk6jgoJCKi69Jo9XhjZx7c7K3wWKKq34+P8neFu4M19uTyQBMiEmvDwRLUt3XjtzePgoONUnQOmQk3B2vcNzkAF6tbcbCgUXQOmbG82ja8tbcAESOckJ4YOijPOW+8L/xc7fD+oRJotPpBeU4iMm0cFBIR0XV9eLgUVS0a/Dp5FJxtrfr9eIVchhlhXrhU3YqaFs0QFBIR/bTLHT34195CBLrb4/4b2NOL6GoWxYdALgPWZheKTiEzpTdIWLb5LHQGCS/fPQHWysG5lLdSyLEoPgSNHT3YfKpiUJ6TiEwbB4VERHRNrRot3txbgJEutlgQFzTg50nm8mMiEmzNvkK0deuw5JawQbvAJvpegLs95o33xf78BlysahWdQ2Zo45FSnC5rxiPTQhAd4Dqoz33f5AC42Fnh7ewiHj5HRBwUEhHRta3bV4TmTi2enhUGWyvFgJ9nxmgvyGVAVi4HhUQ0/Kqau/DeoRKM9XXG7RNGis4hM/X4d0tB397PE2RpcFU2d2Hl9lz4udphyS1hg/78DjZKLIgLREljJ3ZerBn05yci08JBIRERXVVdmwbvHijGaG9H3D3R/4aey8XeCjFBbjhQ0IBuHfe/IaLhtXpXPnp0BiydE35DJ4QSXc94fxdMC/XANzlVqGzuEp1DZkKSJDz/xTl09Ojx0p2RQ7a/6i+mBcNaIcfabB7KQ2TpOCgkIqKr+r/dBejS6vHs7HAoBuHCOjnCG509ehwvvjwIdUREfVNQ14bPTpYjNsQdM8K8ROeQmUtPVEFnkLD+QLHoFDIT35ytRpa6Hnfe5IekcO8hex1vJ1vcNdEPp8uacaKU79WILBkHhURE9CMlDR3YdKwMEwNdMWusz6A8Z/J3b273cPkxEQ2jVzPVMEjAsrkRkMl4NyENrRlhXogY4YSPj5WhpUsrOodM3OWOHvz16wtwd7DGn24bO+Svl5agAgCs3cfl80SWjINCIiL6kYydedAZJCybM3gX1hEjnODrYou9PNCEiIbJ6bLLyLxQi9njfDAx0E10DlkAmUyGxxJU6OjR499HS0XnkIl7ceslNHb04M+3jYW7g/WQv94ob0fMHOODXZdqUVDXPuSvR0TGiYNCIiL6gfOVLfg6pwpJ4V6IVXkM2vPKZDIkhXujqKEDJQ0dg/a8RERXI0kSXtmeC7kMeHZ2uOgcsiC3R43ECGdbbDhYwn15acD259dj86kKzAjzQmr08B3C9MSMK3cVvsNDeYgsVp8GhRqNBvPnz0dYWBiioqIwa9YsFBQUALjyJuyFF15AWFgYxo8fj+Tk5N7Hbd68GYmJiUhJSUFOTg4AoLq6GgsXLoS3tzd8fX0RExODDRs2DMG3RkREA7EyUw2ZDFg6O2LQnzsl4sry4yzeVUhEQ2xfXj2OFDXhnhh/jPJ2Ep1DFsRaKcej8cGob+vGV6erROeQCers0eEPX5yDvbUCL90ZOazbJkwKdsfEQFdsOVWJujbNsL0uERmPPt9RmJ6eDrVajZycHKSmpiItLQ0A8I9//ANnz57F+fPnce7cOWzatKn3MRs2bMDu3buxZs0arF+/Hu3t7UhISICnpycKCgpQXV2NzMxMGAyGwf/OiIio3w4VNiA7rx6pUSMxdqTzoD//tFAPWCvk3KeQiIaUwSBh5XY1rJVyPD0zTHQOWaAHpgTCyUaJdfuLYDDwBFnqn9d35qG8qQu/uyUc/m72w/766Ymh6NEb8P6hkmF/bSISr0+DQltbW8ybN6/3NxlxcXEoKSkBALz66qt4+eWXYW19Zc+EESNG9D5uwYIFmDx5MhYsWICFCxfi/fffh4uLCzIyMuDsfOUC1NPTE4sWLRrM74mIiAbgyjI9NawUMiyeNTTL9BxslIhVueNoURM6e3RD8hpERN+crcLF6lb8YmoQRrraic4hC+Rka4UHYwNRUNfOu+ipX85WNOPdA8WICnDFL6YFC2mYNdYHIZ4O+PBwKdq7+X6NyNIMaI/C1atXIzU1Fa2traitrcVXX32F2NhYxMbG4pNPPun9uvvvvx9nzpzB8ePHERMTg5MnTyI+Pn7Q4omIaPBkXqhBTnkzHpwSiECPofvtdXK4N3r0BhwsaByy1yAiy9WjM+C1HXlwslHiV0mjROeQBXtkegisFDKszeZeb9Q3Wr0Byzafg1wmwyt3j4dCLuakdoVchrSEELRqdPjkeLmQBiISp9+DwuXLl6OgoAArVqyATqeDTqdDV1cXjh49ik8++QTPPPNM736ENyojIwP+/v69H+3tPHmJiGgo6PQGvJqphr21Ak+mjB7S1/p+n0IuPyaiofDJ8TKUNXXiiaRQuA3DKaFE1zLCxRap0X44VtyE02WXReeQCXh7fxEuVbfil0mhiBgx+FvA9MfdE/3h4WCN9QeKodVzqzAiS9KvQeGqVauwZcsWbNu2Dfb29nB3d4ejoyMWLFgAAAgODsb06dNx/Pjxqz4+JiYGBw8e7PPrLV68GBUVFb0fjo6O/cklIqI+2nyqAoX1HUiLD4GXk82QvlawpwNCPB2wV10HSeK+TUQ0eDq6dVi9uwBeTjZ4ZHqw6BwipCdeOUF2He8qpJ9Q3NCB1bvyofJywK+Txd8NbWulwC+mBaOyuQvfnqsWnUNEw6jPg8KMjAxs2rQJO3fuhKura+/nH3jgAWzfvh0A0NTUhGPHjmHChAlXfY6FCxeiqakJS5cuRUdHB4ArpyA///zzN/AtEBHRjdBo9XhjVz7cHazx2HcXNEMtOdwb1S0a5Na0DcvrEZFl2HCwGA3t3fjtzaNhb60UnUOEMB8nJId7YfuFGpQ0dIjOISMlSRJ+v+UsunUGvHzXBNhaKUQnAQB+HhcEOysF1u4r4i93iSxInwaFFRUVWLJkCZqbm5GcnIzo6GjExsYCAFasWIHt27cjMjISiYmJWLZsGaZMmXLV53FycsL+/ftRVVWFkJAQBAYGYt68eQgKChq874iIiPrlg8MlqG7R4NfJo+BkazUsr5kc4QUA3OCdiAbN5Y4erN1XhCAPe9w/OUB0DlGv9MRQSBLwzgHeVUhX9+mJchwpasJDsYGYEuIuOqeXm4M17pscgIvVrdxbmsiC9OlXrf7+/tf8DYKHhwe+/vrrPr+gn58fNm7c2OevJyKiodPSpcWbWYXwc7XDQ7GBw/a6U0LcYW+tQFZuHQ8bIKJB8WZWAdq6dXjprvGwUgzovD6iIRGncscEfxd8dqICz8wMg4fj0G7xQaalrlWDl7Zego+zDZbNjRCd8yOL4kPwweESrM0uRPxoT9E5RDQM+C6KiMiCrcsuREuXFs/MChvWZS42SgWmj/LEydLLaOnUDtvrEpF5qmzuwgdHSjFupDNuG+8rOofoB2QyGdITVejWGfDB4VLROWRkXvjmAlo1Ovw9NRLOw7Syoz8C3O0xb7wv9uc34GJVq+gcIhoGHBQSEVmoulYN3j1QjDAfR9x5k9+wv35KhDcMErAvv37YX5uIzMsbO/PQozNg6ZwIyOUy0TlEPzJn3AgEuNvhg8Ml6OrRi84hI5F5oQbfnqvBvPEjcMu4EaJzrunxxFAAV05lJiLzx0EhEZGFWr07HxqtAc/OjoBCwIV1crg3AGBvLvcpJKKBy69tw+ZTFZiq8kAil8WRkVIq5HgsQYXLnVp8frJcdA4ZgVaNFn/+6jycbJV44fZxonOua7y/C6aqPPB1ThUqm7tE5xDREOOgkIjIAhU3dODj4+WICXLDzDHeQhpGuNhijK8z9ubVQ2/gSXpENDCvZqphkIBlcyMgk/FuQjJe98YEwM3eCm/vL+a/e4RXtuWitrUbf5w3Bt7OtqJzflL6DBX0BgnrDxSLTiGiIcZBIRGRBXpthxp6g4Rlc8ReWKdEeKGpowdnK5qFNRCR6TpZehk7LtZizrgRiA5wFZ1DdF121gr8fGowypo6sf18jegcEuhYcRP+fbQMcSp33Gcip7QnhXkh3McJHx8rQ0sX95cmMmccFBIRWZhzFS34z9lqpER4Y0qIu9CW75cfZ3H5MRH1kyRJeGV7LuQy4Hezw0XnEPXJL6YGwUYpx7rsQkgS7yq0RBqtHs9tOQtrpRwr7ppgMndCy2QyPJaoQkePHv8+ykN5iMwZB4VERBZmZWYuZDLgWSO4sL4p0A2u9lbIUvNAEyLqn7159ThW3ISfTQrAKG9H0TlEfeLhaIN7YvyRU9GCo8VNonNIgDezClBU34GnZ45GiKeD6Jx+uSNqJEY422LDwRJ063goD5G54qCQiMiCHCpowP78BsyP9sMYX2fROVDIZUgc7YVzlS2oa9WIziEiE2EwSFi5XQ0bpRxPzRwtOoeoX9ISVJDJgHXZPEHW0uTWtGLN3kKM8XXGYwkq0Tn9Zq2U49H4YNS3deOr01Wic4hoiHBQSERkIb5fpmelkGHxrDDROb1SIr47/TiPdxUSUd98c7YKl6pb8fC0YPi62InOIeqXEE8HzB47Anty65Bf2yY6h4aJ3iBh2eZzMEgSXrl7PKwUpnkp/sCUQDjZKLFufxEMPJSHyCyZ5k8nIiLqt+3na5BT0YKHYoMQ4G4vOqdXYpgXZDLuU0hEfdOjM+C1HXlwslXil0mhonOIBiR9xpW7yXhXoeV4/1AJcsqbsSg+BBP8XUXnDJiTrRUejA1EQV07stR870ZkjjgoJCKyADq9Aa/uUMPBWoEnU0aJzvkBdwdr3BTgiv35DdDqDaJziMjIbTpWhrKmTjwxIxSu9taic4gGZGKgG6YEu+PLM5Wo5dYbZq+8qROrdqgR4G6HZ4xoVcdAPTI9BFYKGdbu46CbyBxxUEhEZAE+P1mBovoOpCWo4OloIzrnR5LDvdHercPxEm7sTkTX1tGtw//tyYe3kw0enR4iOofohqQnqqDVS9hwsER0Cg0hSZLwxy/Po7NHj+V3joe9tVJ00g0b4WKLO6L8cKykCafLLovOIaJBxkEhEZGZ02j1eGNXPtwdrJGWYJwX1snf7VPI5cdEdD3vHihGQ3sPfnvzaNhZK0TnEN2QlAhvhHo54N9HStGm0YrOoSHy1ZkqZOfV4+6J/kgY7SU6Z9CkJ3L5PJG54qCQiMjMvXeoBDWtGjyZPApOtlaic65q3EhneDvZIEvNA02I6Ooa27uxLrsIIZ4OuG9ygOgcohsml8uQnqhCW7cOHx8rF51DQ6CxvRt//eYCPBys8fytY0TnDKrwEU5ICvfC9gs1KGnoEJ1DRIOIg0IiIjPW0qnFW1kF8HO1w0NxgaJzrkkmkyE53BsFde0ob+oUnUNERuitvYVo79ZhyS1hJntaKNH/mn+TH7ycbLD+YDH36TVDL269hMudWvzljnFwczC/PVXTE1WQJOCdA7yrkMic8F0WEZEZ+1d2IVo1OiyeFQYbpXEv00uOuLIchyfoEdH/qrjciQ8PlyLSzxnzIn1F5xANGhulAg9PC0Z1iwbf5FSJzqFBtFddhy9OVyIlwhu3TzDPn1tTVR6Y4O+Cz05UoLG9W3QOEQ0SDgqJiMxUbasGGw4WI9zHCfNv8hOd85Omj/KElUKGPdynkIj+xxu78tGjN2DZnAjI5TLROUSDakFsEOytFViXXQRJkkTn0CDo6Nbhj1+ch4O1An+fHwmZzDx/bslkV5bPd+sM+OBwqegcIhokHBQSEZmp1bvzodEasHROOBQmcGHtZGuFycHuOFzYiK4evegcIjISebVt2HKqAtNHeZjVQQBE33Oxt8L9kwORW9OG7PwG0Tk0CF7bkYfK5i4snRMBP1c70TlDas64EQhwt8MHh0v4/o3ITHBQSERkhorq2/HJ8XJMCnJDyncnCpuClAhvdOsMOFzECyUiumLldjUMErB0doToFKIh82h8MBRyGdZlF4pOoRt0uuwyNhwqxsRAVyyICxKdM+SUCjnS4lW43KnF5yd5KA+ROeCgkIjIDL22Iw96g4Tn5kaY1HKX5O+Gmlm5PP2YiICTpU3YdakW88aPQFSAq+gcoiHj72aP2yf44mBBI85XtojOoQHq0Rnw+y3noJTL8PLdE0xiRcdguHeSP1ztrfD2/mLoDVw+T2TqOCgkIjIzZyuasfVcNWaO8cakYHfROf2i8nRAoLs99uTWcZ8mIgsnSRJe2aaGQi7DklvCRecQDbn0xFAAwNpsniBrqtZlFyK3pg2/ShqFMB8n0TnDxt5aiYVxQShr6sT28zWic4joBnFQSERkZlZuV0MmA3432/QurGUyGVIivFHZ3IWCunbROUQkUJa6DsdKmvCzSf4I9XIUnUM05MaOdEbCaE98e64a5U2donOonwrq2vGP3QUY5e2IXyWHis4ZdgunBcNGKce67EL+spfIxHFQSERkRg7kN+BAQQPuvMkPESOcRecMSFL4lcMKePoxkeUyGCSs3K6GjVKOp24OE51DNGzSE1XQGyS8e6BYdAr1g8Eg4Q9bzkFrMOCVu8fDRqkQnTTsPB1tcHeMP3IqWnC0uEl0DhHdgD4NCjUaDebPn4+wsDBERUVh1qxZKCgoAAAkJSUhJCQE0dHRiI6Oxuuvv977uM2bNyMxMREpKSnIyckBAFRXV2PhwoXw9vaGr68vYmJisGHDhiH41oiILIskSViZmQtrhRzPzDTdC+s4lQdsreTIUnNQSGSpvsqpRG5NGx6ZHoIRLraic4iGTfwoT4z1dcYnx8vR3NkjOof6aNPxMhwracLP44IQE2Ra274MpscSVJDJgHVcPk9k0vp8R2F6ejrUajVycnKQmpqKtLS03r97/fXXcebMGZw5cwbPPPNM7+c3bNiA3bt3Y82aNVi/fj3a29uRkJAAT09PFBQUoLq6GpmZmTAYDIP7XRERWaBvz9XgbEULHooLRIC7veicAbO1UmB6qCdOlFxGq0YrOoeIhlm3To/XduTB2VaJX86wvOV7ZNlkMhnSE1Xo0uqx8Uip6Bzqg5oWDV7+Nhe+LrZ41gS3fRlMIZ4OmD12BPbk1iG/tk10DhENUJ8Ghba2tpg3b17vyZlxcXEoKSn5ycctWLAAkydPxoIFC7Bw4UK8//77cHFxQUZGBpydryyJ8/T0xKJFiwb+HRAREbR6A1btUMPBWoEnk0eJzrlhyRHe0BkkHMhvEJ1CRMNs09EyVFzuwi+TRsHF3kp0DtGwu3WCL0a62OK9Q6XQaPWic+gn/Pmr82jr1uHF+ZFwsuXPrPQZKgC8q5DIlA1oj8LVq1cjNTW198/PPfccxo8fj/vuuw9FRf//B8L999+PM2fO4Pjx44iJicHJkycRHx9/49VERPQDn52oQHFDBx5LVMHD0UZ0zg1LjvAGwH0KiSxNe7cO/7enAD7ONnh4WrDoHCIhrBRyPBofgob2bnxxulJ0Dl3H9vPV2HGxFrdN8MXNY3xE5xiFiYFumBzshi/PVKK2VSM6h4gGoN+DwuXLl6OgoAArVqwAAHz44YfIzc3F2bNnkZCQgNtuu23Q4jIyMuDv79/70d7OEzCJiP5XV48eb+zKg4eDNdISVKJzBoWfqx3CfZywV10Hg4En5xFZinf3F6OxowdP3RwGO2vLOwyA6Hv3TwmEs60Sb2cX8d9BI9XSpcWfvroAFzsr/OX2caJzjEp6Yii0egnrD/JQHiJT1K9B4apVq7BlyxZs27YN9vZX9r8KCAgAcGU/jSeffBJFRUVobGy86uNjYmJw8ODBPr/e4sWLUVFR0fvh6OjYn1wiIovw3qES1LV14zcpo+BooxSdM2iSIrzQ0N6D81UtolOIaBg0tndjXXYhVJ4O+Nkkf9E5REI52iixIC4IRQ0d2HmpVnQOXcXL2y6hvq0bz986Bl5Opr+aYzDdHOGNUC8HfHSkDG3cb5rI5PR5UJiRkYFNmzZh586dcHV1BQDodDrU1v7/f7g2b94MHx8feHh4XPU5Fi5ciKamJixduhQdHR0ArpyC/Pzzz9/At0BEZLlaOrVYs7cA/m52eCA2UHTOoEoJ5/JjIkvyz6wCdPToseSWcCgVA9odh8isPDwtGNYKOfd6M0KHCxux6Vg5po/ywD0x/MXG/5LLZXgsQYW2bh0+PlYuOoeI+qlP78IqKiqwZMkSNDc3Izk5GdHR0YiNjUV3dzduvfVWjB8/HlFRUXjrrbfw9ddfX/N5nJycsH//flRVVSEkJASBgYGYN28egoKCBu0bIiKyJG/tK0CrRoclt4TBRmley/QmBrnByVaJLHW96BQiGmLlTZ3495EyTPB3wbzxI0TnEBkFb2db3HmTH06WXsbJ0ibROfQdjVaPP3xxDrZWciy/c3zvgZ/0Q/Nv8oOnow3WHyyGVm8QnUNE/dCnNWr+/v6QpKvvjXHixIl+vaCfnx82btzYr8cQEdGP1bRo8N7BEkSMcEJqlJ/onEFnpZAjMcwL356rRkN7NzzN4JAWIrq613floUdvwLI5EbzoJvovjyWG4JMT5Vi7rwjrFrqLziEA/9idj+KGDvx+bgSCPBxE5xgtWysFHpkejFcz1fgmpwp3TeSdl0Smgus6iIhM1OrdeejWGbB0TjjkcvO8sE4O94YkAft4VyGR2cqtacUXpysRP8oT00d5is4hMiqjvJ0wc4w3dl6qRVE9D3YU7WJVK9ZmF2HcSGcsig8RnWP0FsQGwd5agXXZRde88YiIjA8HhUREJqiwvh2fnqjAlGB3JH+3l585Sgr3AgDsUXOfQiJztSpTDUkCls2JEJ1CZJTSE0MhScDb+3mCrEg6vQHPbTkLAHjl7gncS7UPXOytcP/kQOTWtCE7v0F0DhH1EX+6ERGZoNd2qKE3SFg2N9ysl+l5Otogyt8F2Xn10HF/GyKzc7ykCbsu1eHWCb4Y7+8iOofIKE0OdkN0gCs2n6pAfVu36ByL9d6hEpytaEFaQggi/fjzqq8ejQ+GQi7DuuxC0SlE1EccFBIRmZic8mZ8e64GM8f4ICbI/PcrSo7wRptGh5Oll0WnENEgkiQJr2zLhUIuw5JZYaJziIyWTCbDEzNU6NEZ8MHhEtE5FqmssROrdqgR5GGPp2/mz6v+8Hezx20TfHGwoBHnK1tE5xBRH3BQSERkYlZm5kImA5bOCRedMixSIq4srebpx0TmZU9uHU6UXsZ9kwOg8nIUnUNk1GaNHYFgD3t8cLgUHd060TkWRZIk/PHLc9BoDVhx53jYWStEJ5mc9EQVAGBtdpHgEiLqCw4KiYhMyP78ehwsaMRdN/kjzMdJdM6wiBzpAk9HG2Tlcp9CInOhN0hYuV0NWys5nrp5tOgcIqOnkMuQlqBCS5cWn54oF51jUbacqsT+/Ab8bJI/pvHApQEZN9IF8aM88e25apQ3dYrOIaKfwEEhEZGJMBgkvLI9F9YKOZ6ZZTkX1nK5DEnhXlDXtqGyuUt0DhENgq/OVEJd24ZHpofAx9lWdA6RSbgnxh8eDtZ490Ax9+0dJg3t3fj71ovwdLTBH+aNEZ1j0tITVdAbJLx7gIfyEBk7DgqJiEzEt+ercb6yFT+fGgR/N3vROcPq+5OdeVchkenr1unx2o48uNhZ4YkZoaJziEyGrZUCC6cGo+JyF749XyM6xyL87ZuLaO7U4q93jIOrvbXoHJOWMNoTY3yd8cnxcjR39ojOIaLr4KCQiMgEaPUGrMpUw9FGiV8njxKdM+wSwjyhkMuwV81BIZGp+/eRMlQ2d+GXSaFwsbMSnUNkUn4+NQi2VnKsyy6EJEmic8zantxafJ1ThZljfDBv/AjROSZPJpPh8UQVurR6bDxSKjqHiK6Dg0IiIhPwyfFylDR2Ij1RBXcHy/uNtrOtFSYFueFgQSM0Wr3oHCIaoPZuHf6ZVYARzrZ4eFqw6Bwik+PuYI2fTQrA+cpWHC5sFJ1jttq7dXj+i/NwtFHi7/PHQSaTiU4yC7dO8MVIF1u8d6iU7+eIjBgHhURERq6rR4/Vu/Ph6WiNRfEhonOESYnwRpdWjyNFvDAiMlVvZxehqaMHT88cDVsrnhxKNBBp8SrIZTxBdiitylSjqkWDZXMj4OtiJzrHbFgp5Hg0PgQN7d344nSl6BwiugYOComIjNz6g8Wob+vGb1JGw8FGKTpHmOSIK/sU7lXXCy4hooFoaO/GO/uLoPJywD0x/qJziExWoIc95o73xb68euTWtIrOMTsnSy/j/cMlmBTkhoemBIrOMTv3TwmEk60Sb2cXwWDg8nkiY8RBIRGREWvu7MG/9hUi0N0eD1j4m9XR3o7wc7XDntw67stEZIL+uacAHT16PHtLOJQKvgUluhGPJ6oAAOt4V+Gg6tEZ8Nzms7CSy/Hy3eMhl3PJ8WBztFFiQVwQiho6sPNSregcIroKvksjIjJia/YWok2jw5JbwmCttOwf2TKZDMkRXihr6kRRQ4foHCLqh/KmTvz7aCmi/F0wJ5KHAhDdqAn+rohTuePrM1Woau4SnWM21uwtRH5dO55MGYVR3k6ic8zWI9OCYa2Qc9BNZKQs+6qTiMiIVbd04b1DJRjj64zbJ4wUnWMUUr5bfpyVy9OPiUxJxs48aPUSls2J4KEARIPk8cRQ6AwSNhwsFp1iFvJr2/DPrHyE+TjiiRmhonPMmrezLebfNBInSy/jZGmT6Bwi+h8cFBIRGak3duajW2fA0jnhXPrynakqT9go5chSc1BIZCouVbfiyzOVSBjtiWmjPEXnEJmNpHAvhPk4YtOxcrRqtKJzTJrBIOG5LeegM0h4+e4JFr+KYzikf7d8fu0+3lVIZGz4E5CIyAgV1LXjs5PlmBLijqQwL9E5RsPOWoGpoR44VtyE9m6d6Bwi6oNXM9WQJGDZnAjRKURmRSaT4bEEFdq7dfjoaJnoHJP276OlOFl6Gb+YGoyJgW6icyzCKG8nzBzjjZ2XalFU3y46h4j+CweFRERGaFWmGgYJeG4ul+n9r+Rwb2j1Eg7kN4hOIaKfcKy4CXty63DbBF9E+rmIziEyO6nRfvBxtsGGg8Xo0RlE55ikquYuvLJdDT9XO/xudrjoHIuSnhgKSQLe3s/l80TGhINCIiIjc6a8Gdsv1OCWsT78rfZVJIdzn0IiUyBJEl7ZngulXIbf3cKLb6KhYK2U45HpIaht7cZXZypF55gcSZLwpy/Po71bhxfvjISjjVJ0kkWZHOyG6ABXbD5Vgfq2btE5RPQdDgqJiIyIJEl4ZVsu5DLgWf5W+6oCPewR6uWALHUdJEkSnUNE17DrUh1Oll7GfZMDEOzpIDqHyGw9GBsIRxsl3t5fxH8X+2nruWrszq1DavTI3l9E0vCRyWR4PFGFHp0BHxwuEZ1DRN/hoJCIyIhk5zfgcFEj7p7oj9E+TqJzjFZKhDfq2rpxoapVdAoRXYXeIOHVzFzYWSnw1M2jRecQmTVnWys8GBuIvNp27FXXi84xGc2dPXjh6wtws7fCn28bKzrHYt0ybgSCPezxweFSdHD/aSKjwEEhEZGRMBgkrNyeC2ulHE/PChOdY9SSI6781n8vTz8mMkpfnK5EXm07Ho0PhrezregcIrP3yPRgKOUy/GtfoegUk/HS1ktoaO/Bn24bCw9HG9E5Fkshl2FRggotXVp8eqJcdA4RgYNCIiKj8Z9z1bhQ1YqFcUHwc7UTnWPUJgW5w9FGiT3cp5DI6Gi0ery+Mw8udlZITwwVnUNkEXxd7HBH9EgcLW5CTnmz6ByjdyC/AZ+drEDCaE/ceZOf6ByLd2+MP9wdrPHugWLo9DyUh0i0Pg0KNRoN5s+fj7CwMERFRWHWrFkoKCj4wdfs2bMHCoUCb7zxRu/nDhw4gMTERCQlJWHXrl0AgNbWVjz55JPw8/ODj48Pxo0bh5UrVw7ed0REZIJ6dAa8tkMNJxslfp08SnSO0bNWypEw2hOny5vR1NEjOoeI/su/j5ahsrkLv04OhYudlegcIouRnqgCAKzLLhJcYty6evT4wxfnYGelwPI7x0Mmk4lOsni2VgosnBqEistd+PZ8jegcIovX5zsK09PToVarkZOTg9TUVKSlpfX+XUtLC5577jnMmzfvB49Zu3YtPvvsM2zduhVr1qyBwWDAnDlz0NTUhNOnT6O2thZHjhyBs7MzDAb+5oCILNcnJ8pR2tiJx2eo4OZgLTrHJCSHe0OSgOw87sdEZCzaNFq8mVUAXxdbLJwaLDqHyKJEjHDGjDAvbDtfjbLGTtE5RuuNXXkoa+rEklvCEOBuLzqHvrNwajBsreRYl13IQ3mIBOvToNDW1hbz5s3r/W1LXFwcSkpKev/+ySefxPPPPw8PD48fPG7RokWYM2cOEhISkJaWhm3btqG0tBTr16+Ht/eV/aWcnJzwxBNPQC7nKmgiskydPTr8Y3c+PB1t8Gh8iOgck5EU7gUAXH5MZETezi5CU0cPnp45GrZWCtE5RBbn8UQVDBLwzgHeVXg15ytb8M6BYkT5u+CR6XzPZUzcHazxs0kBOF/ZisOFjaJziCzagKZzq1evRmpqKgDg888/h1wuxx133PGjr0tKSsLp06dx6tQpzJ07FydPnsSkSZNga8tNrYmIvrf+QDHq27rx1M2jYG+tFJ1jMrydbRHp54x9efXQG/ibZyLR6tu68c6BYoR6OeDuif6ic4gs0tRQD0T6OePTE+XcmuN/6PQGLNt8FjIAK+6aAIWcS46NTVq8CnIZsJbL54mE6vegcPny5SgoKMCKFStQU1ODF198EatXrx6KNmRkZMDf37/3o729fUheh4hIlMsdPVi7rwiB7va4b3Kg6ByTkxLujZYuLU6XXRadQmTx/rknH509ejw7OwJKBVeKEIkgk8mQnhgKjdaADw+Xis4xKu8eKMaFqlakJ6owdqSz6By6ikAPe8yN9MW+vHrk1rSKziGyWP16F7dq1Sps2bIF27Ztg729PU6ePInq6mpER0cjODgYn3/+Of72t7/hj3/841UfHxMTgxMnTqC7u7tPr7d48WJUVFT0fjg6OvYnl4jI6L21twBt3TosuSUM1kpeWPdXUsSVbSyy1Fx+TCRSWWMnPjpWhugAV8we5yM6h8iizYscAX83O3xwuAQarV50jlEoaehAxs48hHg64Lc3jxadQ9fBQ3mIxOvzVWlGRgY2bdqEnTt3wtXVFQBw6623ora2FiUlJSgpKcE999yDP//5z3jppZeu+hxz585FQEAA0tLS0NTUBABobm7GsmXLoNfzHzEisixVzV14/3Apxvo64/YJI0XnmKQof1e4O1hjTy4PNCESKWOnGlq9hGVzIniCKJFgSoUcafEhaOzowecnK0TnCCdJEv7wxTl06wxYcdd47p9q5KICXBEb4o6vz1ShqrlLdA6RRerToLCiogJLlixBc3MzkpOTER0djdjY2P6/mFyOzMxMODk5ITIyEv7+/oiPj4eLiwsUCv7AJiLL8sauPPToDFg6Jxxy7pMzIAq5DDPCvHCpuhU1LRrROUQW6WJVK77KqUJimBemhnr89AOIaMj9bHIAXO2t8Pb+Iovfx/ezkxU4VNiIB6YEIE7Fn1Gm4PEZKugMEjYcLBadQmSR+rRrvr+/f5+OKH/vvfd+8mtcXFzw1ltv4a233urLSxMRmaX82jZ8frICcSp3zAjzEp1j0pIjvPHF6UpkqevwwBTu80g03F7NzIUkAUtnh4tOIaLv2Fsr8fO4IPzfngLsuFCDueN9RScJUdemwUtbL8HLyQbPzR0jOof6KCnMG6O9HbHpWDl+c/NoONtaiU4isijcEIuISIBVO9QwSOAyvUGQONoTchmQlct9ComG29GiRmSp63FH1EhE+rmIziGi/7JwajCslXKszS7q000f5uiv31xES5cWf08dBxc7DptMhVwuw2OJKrR36/DR0TLROUQWh4NCIqJhdqrsMjIv1GL2OB/cFOgmOsfkudpbIybIDQcKGtCt4363RMNFkiS8vD0XSrkMi2eFic4hov/h5WSDuyf640x5M46XXBadM+x2XqzF1rPVmD3OB3MiLfOOSlOWGj0SPs422HCwGD06g+gcIovCQSER0TCSJAmvbMuFXAY8y2V6gyYp3BudPXocL7a8CyEiUXZerMXpsmY8MCUQwZ4OonOI6CoeSwiBTAasyy4UnTKs2jRa/OnL83CyUeJvqZGic2gAbJQKPDI9BLWt3fjqTKXoHCKLwkEhEdEw2pdXj6PFTbg3JgCjvJ1E55iNlAhvAMAeLj8mGhZ6g4RXM9Wws1LgNzePEp1DRNeg8nLErDE+2HWpDgV1baJzhs3K7WrUtGrw+3lj4ONsKzqHBujB2EA42ijx9n7LXT5PJAIHhUREw8RgkPDKdjWslXI8NXO06ByzEjHCCb4uttir5qCQaDhsPlWB/Lp2LIoPgbcTL8KJjNnjM0IBAG9nW8YJsidKmvDhkVJMCXHH/ZMDROfQDXC2tcIDUwKQV9uOvep60TlEFoODQiKiYfLN2Spcqm7Fw9OCMdLVTnSOWZHJZEgK90ZRQwdKGjpE5xCZNY1Wjzd25sHN3grpM1Sic4joJ8QEuWFSkBu+OF2JulaN6Jwh1a3TY9nms7BWyrHirvGQy3lgnKl7ZHoIlHIZ1lrY8nkikTgoJCIaBj06A17bkQcnGyV++d1v9mlwfb/8OIt3FRINqY1HSlHVosGvk0fB2ZaniBKZgvREFXr0Bmw4VCI6ZUi9mVWIwvoOPHXzaIR6OYrOoUEw0tUOd0SNxJGiJuSUN4vOIbIIHBQSEQ2Dj4+XoaypE08khcLNwVp0jlmaFuoBa4Wc+xQSDaFWjRZvZhVgpIstFsQFic4hoj6aOcYHKi8HbDxSivZuneicIaGuacOavQWIGOGE9ETe7WxOHvvu/57rsosElxBZBg4KiYiGWEe3Dv/YnQ8vJxs8Mj1YdI7ZcrBRIlbljqNFTejsMc+LICLR3s4uwuVOLZ6eFQZbK4XoHCLqI7lchscSVGjT6PDxsTLROYNOb5CwbPNZ6A0SXr57AqwUvMw1J2N8nZEY5oVt56tR1tgpOofI7PEnKBHREFt/oBgN7T347c2jYW+tFJ1j1pLDvdGjN+BgQaPoFCKzU9emwTv7izHa2xF3T/QXnUNE/XTnTX7wdLTB+gPF0OoNonMG1YeHS3CmvBmPTA9BdICr6BwaAk8kqmCQgHcO8K5CoqHGQSER0RBq6ujB2uwiBHvY8+S9YfD9PoVcfkw0+P65pwBdWj1+NzscCh4QQGRybK0UeHhaEKpaNNh6tlp0zqCpbO7Cykw1/N3ssOSWMNE5NESmhnog0s8Zn54oR1NHj+gcIrPGQSER0RB6K6sA7d06LLklnMtghkGwpwNCPB2wV10HSZJE5xCZjdLGDnx0tAw3BbrilrE+onOIaIAWxAXB3lqBtdlFZvHvpCRJeP6Lc+js0eOlO8dz5YYZk8lkSE8MhUZrwIeHS0XnEJk1XrUSEQ2RyuYufHC4FONGOuPW8b6icyxGcrg3qls0yK1pE51CZDZe25EHnUHCsjkRkMl4NyGRqXK1t8Z9kwNwqboVBwoaROfcsK9zqpClrsddN/lhRpiX6BwaYvMiR8DfzQ4fHC6BRqsXnUNktjgoJCIaIq/vzEOP3oBlcyIg5zK9YZMcceVCIUvN5cdEg+FCVQu+zqlCUrgX4lQeonOI6AYtig+BQi4z+RNkmzp68NdvLsLdwRrP3zZWdA4NA6VCjkXxIWjs6MHnJytE5xCZLQ4KiYiGQF5tG7acqsC0UA8kjPYUnWNRpoS4w95agSzuU0g0KFZuVwMAls6OEFxCRIPB380et473xf78BpyvbBGdM2Avbr2Ipo4e/OX2sXB3sBadQ8PkZ5MC4GJnhXf2F0FvMP3l80TGiINCIqIh8GqmGgYJWMplesPORqnA9FGeOFl6GS2dWtE5RCbtcGEj9uXVIzV6JMaOdBadQ0SDJD1RBQB4e79p3lWYnVePLacqkRTuhTuiRorOoWHkYKPEz+OCUNLYiR0XakTnEJklDgqJiAbZydIm7LxYi7mRIxAd4Co6xyKlRHjDIAH78utFpxCZLEmS8Mr2XFgpZFgyK1x0DhENokg/F0wf5YH/nK1GxeVO0Tn90tmjwx++OAd7awVenB/JX8haoF9MC4a1Um42h/IQGRsOComIBpEkSXhlmxoKuQy/m80La1GSwq/sU7iXy4+JBizzQi3OlDfjwSmBCPSwF51DRIMsPTEUeoOE9QdKRKf0S8aOPFRc7sKzs8Ph78afTZbIy8kGd0/0w5nyZhwvuSw6h8jscFBIRDSI9qrrcaykCffG+CPUy1F0jsXydbHDGF9n7M2r5/41RAOg0xuwaoca9tYKPJkyWnQOEQ2BxNGeiBjhhI+Pl5nMVh055c1Yf7AY0QGuWDg1WHQOCZSWoIJMBqzLLhSdQmR2OCgkIhokBsOVZXo2SjmemskLa9GSw73Q1NGDsxXNolOITM6WU5UoqGtHWnwIvJxsROcQ0RCQyWRIT1Shs0ePjUdLRef8JK3egGWbz0Iuk+GVuydAIeeSY0sW6uWIWWN8sOtSHQrq2kTnEJkVDgqJiAbJ1zlVyK1pw8PTguHrYic6x+KlRHgDAE8/JuonjVaP13flwc3eCo99d+ABEZmn26NGwtfFFu8dKkG3Ti8657rWZRcht6YNv0oKRfgIJ9E5ZAQen/HdoTzZxYJLiMwLB4VERIOgR2fAazvVcLZV4pdJoaJzCEB0gCtc7KyQpeaBJkT98eHhUlS3aPDr5FFwsrUSnUNEQ8hKIcei+BDUt3Xjy9OVonOuqai+Hat35yPUywG/ThklOoeMREyQO2KC3PDF6UrUtWpE5xCZDQ4KiYgGwaZjZShv6sITSaFwtbcWnUMAlAo5ZoR54VxlC988EvVRq0aLN/cWwM/VDgvigkTnENEwuH9KIJxslViXXQSDEe7razBI+P2Wc+jRGfDy3RNgo1SITiIjkp6oQo/egPcOlYhOITIbfRoUajQazJ8/H2FhYYiKisKsWbNQUFAAAHjkkUcwYcIEREdHY/Lkydi9e3fv4zZv3ozExESkpKQgJycHAFBdXY2FCxfC29sbvr6+iImJwYYNG4bgWyMiGh4d3Tr83558eDvZ4JFpIaJz6L98v/x4bx7vKiTqi7X7CtHcqcXTM0fD1ooX40SWwNFGiYdig1BY34HdRrhdx6cnynG0uAkPxQZicrC76BwyMrPG+EDl6YAPj5SivVsnOofILPT5jsL09HSo1Wrk5OQgNTUVaWlpAIDXX38dZ8+exZkzZ7Bu3Trce++9MBgMAIANGzZg9+7dWLNmDdavX4/29nYkJCTA09MTBQUFqK6uRmZmZu/XExGZonf2F6OhvQdPzRwNO2teWBuTxDAvyGTcp5CoL+paNVh/oARhPo64a6K/6BwiGkaPTA+GlUJmdCfI1rVq8NK3l+DjbINlcyNE55ARkstlSEtQoU2jw8fHykTnEJmFPg0KbW1tMW/ePMhkV06WiouLQ0lJCQDA1dW19+taWlp+8LgFCxZg8uTJWLBgARYuXIj3338fLi4uyMjIgLOzMwDA09MTixYtGoRvhYho+DW2d+Pt/UUI8XTAzyYFiM6h/+HuYI2bAlyxP78BPTr+Uoroev6xJx9dWj2enR3B00SJLIyPsy3mR/vheMllnCq7LDqn11++voA2jQ5/T42EM/dMpWu4a6IfPB2tsf5AMbR6vt8julED2qNw9erVSE1N7f3zc889h9DQUNx1113YvHkz5PIrT3v//ffjzJkzOH78OGJiYnDy5EnEx8cPTjkRkRF4M6sQ7d06LLklDFYKbvtqjJLDvdHercOJ0ibRKURGq6ShAx8fK0dMkBtmjvEWnUNEAqR/d8r5un1Fgkuu2H6+BtvO12De+BG4ZdwI0TlkxGytFHh4WjCqWjTYerZadA6Ryev3Ve3y5ctRUFCAFStW9H7u5ZdfRmFhIT799FMsXboUPT09gxKXkZEBf3//3o/29vZBeV4iosFQcbkTG4+UYryfC+ZF+orOoWtI/m6fQi4/Jrq213bmQWeQsGxORO8KEiKyLKN9nJAS4Y3MizUobugQ2tLSpcWfvzoPZ1slXrhjnNAWMg0L4oJgb63A2uwiSJLxHcpDZEr6NShctWoVtmzZgm3btsHe3v5Hfz9z5ky0tbXh3LlzV318TEwMDh482OfXW7x4MSoqKno/HB0d+5NLRDSkXt+Zjx69AcvmREDOZXpGa9xIZ3g72SBLzQNNiK7mfGULvsmpQkqEN6aE8KAAIkuWnqiCJAHv7Bd7V+Er23NR19aNP946Bt5OtkJbyDS42lvjZ5MCcKm6FQcKGkTnEJm0Pg8KMzIysGnTJuzcubN3X0KtVtt7+jEAHDt2DHV1dVCpVFd9joULF6KpqQlLly5FR8eV31JVV1fj+eefv4FvgYho+Klr2rDldAWmj/JA/GhP0Tl0HTKZDMnh3iioa0d5U6foHCKjszJTDZkMeHZ2uOgUIhIsNsQdUQGu+PxkBRrau4U0HC1qxEdHyzBV5cH9n6lfFsWHQCGXYV22cSyfJzJVfRoUVlRUYMmSJWhubkZycjKio6MRGxsLrVaLX/ziF4iMjER0dDSeeeYZfP7553Bzc7vq8zg5OWH//v2oqqpCSEgIAgMDMW/ePAQFBQ3qN0VENNRezcyFJAFLZ/MEPlOQHOEFAMhSc/kx0X87VNiA7Lx6zI/2wxhfZ9E5RCSYTCbD44kqdOsM+OBw6bC/vkarx++3nIONUo7ld43nVgjULwHu9pg33hf78xtwoarlpx9ARFel7MsX+fv7X3Odf3+WEgOAn58fNm7c2K/HEBEZkxMlTdh1qQ7zxo9AVICr6Bzqg+mjPGGlkGFPbh0WTg0WnUNkFCRJwivb1bBSyLB4VpjoHCIyErPHjUCQhz0+OFyCJ2aoYG/dp0vGQfHPPQUoaujAsjkRCPF0GLbXJfPxeKIK3+RU4e3sIrxx/02ic4hMEo/oJCLqhysX1rlQyGX43S1cpmcqnGytMDnYHYcLG9HVoxedQ2QUMi/UIKe8GQ/FBiHA/cd7TxORZVLIZUiLD0FzpxafnagYtte9VN2Kf+0rxFhfZ6QlhAzb65J5ifRzwbRQD3xzthoVl7nlDNFAcFBIRNQPe3LrcLzkMn42KQAqLx6wZEpSIrzRrTPgcBE3uCbS6Q1YmamGg7UCT6aMEp1DREbmnpgAuDtY450DRdDpDUP+enqDhOc2n4VBkvDK3RNgpeBlKg1ceqIKeoOE9QdKRKcQmST+BCYi6iO9QcLK7WrYKOV46ubRonOon5LCvQEAWbk8/Zjo85MVKKrvQFqCCp6ONqJziMjI2Fkr8PO4IJQ3dWH7hZohf733DpUgp6IFaQkqjPd3GfLXI/M2I8wLESOc8PHxMrR0akXnEJkcDgqJiProqzOVUNe24ZHpIRjhYis6h/op1MsBge722JNbd819d4ksgUarxxu78uHuYM3lfUR0TQunBsFGKce67KIh/XezvKkTqzLVCHS3xzMzuV8q3TiZTIb0RBU6e/TYeHT4D+UhMnUcFBIR9UG3To+MnXlwtlXilzNCRefQAMhkMiSHe6GyuQsFde2ic4iEef9QCWpaNXgyeRScbK1E5xCRkfJwtMG9k/xxtqIFR4qahuQ1JEnCH788jy6tHsvvHA87a8WQvA5ZntujRsLXxRbvHSpBt477UxP1BweFRER98NHRMlRc7sIvk0bBxZ4X1qYqOeLK8uM9uXWCS4jEaOnS4q29hfBztcNDcYGic4jIyKXFqyCXAeuyC4fk+b88U4nsvHrcE+OP+NGeQ/IaZJmsFHI8Oj0E9W3d+PJ0pegcIpPCQSER0U9o79bhn3sK4ONsg4enBYvOoRsQp/KArZUcWWoOCskyrd1XiJYuLRbPCoONknfuENH1BXs6YE7kCGSp66GuaRvU525s78bfvrkIT0dr/HHemEF9biIAuH9KAJxslFiXXQSDgdvOEPUVB4VERD/hnf1FaOzowdMzw7gkxsTZWikwPdQTJ0ouo1XDza3JstS2arD+YDHCfZww/yY/0TlEZCLSE69subIuu2hQn/fv/7mIy51a/OX2cXBzsB7U5yYCACdbKzwYF4jC+g6uJiHqBw4KiYiuo6G9G29nF0Hl6YB7Y/xF59AgSI7whs4gYX9eg+gUomH1j9350GgNeHZ2OBRymegcIjIR0QGumBLijq9zKlHTohmU58xS1+HLM1W4OcIbt03wHZTnJLqaR6eHwEohw9ohWj5PZI44KCQiuo5/7ilAR48ev5sdDqWCPzLNwff7FHL5MVmS4oYOfHy8HJOC3HDzGG/ROURkYh5PVEGrl7DhYPENP1dHtw7Pf3EeDtYK/H1+JGQy/uKCho6Psy1So/1wvOQyTpVdFp1DZBJ41UtEdA3lTZ3499FSTPB3wdzIEaJzaJD4udoh3McJe9V13K+GLMaqHWroDRKWzY3gRTkR9VtyuDdGeTvio6NlaLvBrTtW7VCjsrkLy+ZGYKSr3SAVEl1beqIKALBu3+AunycyVxwUEhFdw+s786DVS1g2hxfW5iYpwgsN7T04X9UiOoVoyJ2raMHWs9W4OcIbk4PdRecQkQmSy2VIT1ChrVuHTcfKBvw8p8su471DJZgY6IoFsUGDWEh0bWE+TkiJ8EbmxRoUN3SIziEyehwUEhFdxaXqVnxxphIJoz0xfZSn6BwaZCnhV5ZecmNrsgQrM3MhkwHPzgkXnUJEJiz1ppHwdrLB+gMl6NEZ+v34Hp0Bz20+B6VchlfungA590qlYZSeqIIkXTmkkIiuj4NCIqKrWJWphiQBS2dHiE6hITAxyA1OtkpkqetFpxANqYMFDdif34A7b/JDxAhn0TlEZMJslAo8Mj0ENa0afJNT1e/Hr91XCHVtG36dPAqjfZyGoJDo2mJD3BHl74LPT1agob1bdA6RUeOgkIjofxwvacLu3DrcOsEX4/1dROfQELBSyJEY5oWzFc18s0hmS5IkvLI9F9YKOZ6ZGSY6h4jMwIOxgXCwVuDt/UWQpL7v81tQ147/21OA0d6O+GVS6BAWEl2dTCZDemIounUGfHC4VHQOkVHjoJCI6L9IkoSXt+VCIZfhd7dwmZ45Sw73hiQB+3hXIZmpbedrcLaiBQ/FBSLA3V50DhGZARc7KzwwJRC5NW3Yl9e3fz8NBgm/33IWWoMBL989ATZKxRBXEl3dnMgRCHS3x4eHS9DVoxedQ2S0OCgkIvovuy/V4WTpZdw3OQAhng6ic2gIJYV7AQD2qLlPIZkfnd6AVZlqOFgr8OvkUaJziMiMPBofAqVchrV9PEH2o2NlOF5yGQvjghAT5DbEdUTXppDLkJYQgsudWnx2slx0DpHR4qCQiOg7eoOElZm5sLWS46mbR4vOoSHm6WiDKH8XZOfVQ6fv/6bsRMbss5MVKGrowGOJKng62ojOISIzMtLVDrdHjcThokacq2i57tfWtGjw8rZc+LrY4tk53PeZxLs3JgBu9lZ4e38R3/8RXQMHhURE3/nydCXyatvx6PQQ+Djbis6hYZAc4Y02jQ4nSy+LTiEaNF09eryxKw8eDtZIS1CJziEiM/TYdz9b1mYXXvNrJEnC81+eR3u3Di/Oj4SjjXK48oiuyc5agZ9PDUZ5Uxe2X6gRnUNklDgoJCIC0K3TI2NnHlzsrPD4DG6ybSmSw70BgKcfk1l5/3AJalu78WTKKF6YE9GQGDvSGQmjPfHtuWqUN3Ve9Wu2na/Brku1uD1qJG4e4zPMhUTX9oupQbBRyrEuu3+H8hBZCg4KiYgAbDxShsrmLvwqKRQudlaic2iYjPdzgaejNbJyuU8hmYeWTi3eyiqAv5sdHowNFJ1DRGbs8cRQGCTg3QPFP/q7lk4t/vzVBbjYWeHPt40VUEd0bR6ONrh3kj/OVrTgSFGT6Bwio8NBIRFZvDaNFm9mFWCEsy1+MS1YdA4NI7lchhlh3lDXtqGyuUt0DtENW7OvEK0aHZbcEsaTRYloSE0f5YGxvs745Hg5Lnf0/ODvVmy7hIb2bjx/6xh4OXGfVDI+afEqyGTAuussnyeyVBwUEpHFe3t/MZo6evD0zNGwteKFtaVJifhu+THvKiQTV9OiwYaDxYgY4YQ7ovxE5xCRmZPJZHh8hgpdWj02Hint/fyhwgZ8fLwc00d54J4Yf4GFRNcW7OmAOeNGIEtdj7zaNtE5REalT4NCjUaD+fPnIywsDFFRUZg1axYKCgoAAI888kjv56dPn47jx4/3Pu7AgQNITExEUlISdu3aBQBobW3Fk08+CT8/P/j4+GDcuHFYuXLlEHxrREQ/rb6tG+/sL4LKy4FvZi1U/GhPKOQy7FVzUEimbfXufHTrDFg6JxwKuUx0DhFZgFvH+8LP1Q7vHy6BRquHRqvHH7acg62VHMvvHA+ZjD+LyHilJ145lGdddpHgEiLj0uc7CtPT06FWq5GTk4PU1FSkpaUBAO68805cvHgROTk5+P3vf49777239zFr167FZ599hq1bt2LNmjUwGAyYM2cOmpqacPr0adTW1uLIkSNwdnaGwcCjyYlo+L2ZVYDOHj2evSUcSgVvsrZELnZWmBTkhoMFjdBo9aJziAaksL4dn54ox5Rg995DeoiIhppSIcei+BA0tPdg86kKrN6dj5LGTiyeFYYgDwfReUTXdVOgG6YEu+OrM5WoadGIziEyGn26Kra1tcW8efN6fyMUFxeHkpISAMAdd9wBpVLZ+/nKykrodDoAwKJFizBnzhwkJCQgLS0N27ZtQ2lpKdavXw9v7ytvYp2cnPDEE09ALucFOhENr7LGTvz7aCmiAlwxJ3KE6BwSKCXCG11aPY4UNYpOIRqQjB150BskLJsbzjt4iGhY3Tc5AC52VvjH7nysyy5CpJ8zHp0eIjqLqE/SE1XQ6iVsOPjjQ3mILNWApnOrV69GamrqVT8/b9683sFhUlISTp8+jVOnTmHu3Lk4efIkJk2aBFtb2xurJiIaBBk71dDqJSybwwtrS5f83T6Fe9X1gkuI+u9sRTO2nqvGzDE+iAlyF51DRBbGwUaJBXGBqG3tBgC8fNcErtIgk5ES4Y1QLwd8dLQMbRqt6Bwio9Dvn+DLly9HQUEBVqxY8YPPb9y4EZ9++inWrVs3aHEZGRnw9/fv/Whvbx+05yYiy3axqhVf5VQhYbQnpoV6is4hwUZ7O8LP1Q57cusgSZLoHKJ+eWV7LmQyYOmccNEpRGShfjEtGJ6O1vhtymhE+rmIziHqM7lchscTQ9HWrcOmY2Wic4iMQr8GhatWrcKWLVuwbds22Nvb937+k08+wV//+lfs3LkTPj4+13x8TEwMTpw4ge7u7j693uLFi1FRUdH74ejo2J9cIqJrejUzF5IELJsTITqFjIBMJkNyhBfKmjpR1NAhOoeozw7kN+BgQSPuuskfYT5OonOIyEJ5O9ni+B9n4qmZo0WnEPVb6k0j4e1kg/UHStCj49kJRH0eFGZkZGDTpk3YuXMnXF1dez//6aef4vnnn8euXbsQGBh43eeYO3cuAgICkJaWhqamJgBAc3Mzli1bBr2eG8gT0fA4WtSILHU9bo8ayd96U6+U75YfZ+Xy9GMyDQaDhFe258JaIcczs3hxTkRicRsXMlU2SgUenh6MmlYNvsmpEp1DJFyfBoUVFRVYsmQJmpubkZycjOjoaMTGxgIAHnroIWg0GqSmpiI6OhrR0dFobLz6ZvByuRyZmZlwcnJCZGQk/P39ER8fDxcXFygUisH7roiIrkGSrlxYK+UyLJkVJjqHjMhUlSdslHJkqTkoJNOw7XwNzlW2YEFcEPzd7H/6AURERHRVD8UGwcFagbf3F3EbGrJ4yr58kb+//zX/n0Wr7d+Gny4uLnjrrbfw1ltv9etxRESDYefFWpwqa8aCuEAEezqIziEjYmetwNRQDxwsaEB7tw6ONn36J5JICK3egFU71HC0UeLJlFGic4iIiEyai50V7p8SiHcPFGNfXj2Swr1FJxEJw+OoiMhi6A0SXs1Uw85Kgd+mcJke/VhyuDe0egkH8htEpxBd16cnylHc0IH0RBXcHaxF5xAREZm8R+NDoJDLsC67SHQKkVAcFBKRxdhyqgL5de14ND4Y3s62onPICCWHc59CMn5dPXqs3pUPT0drLIoPEZ1DRERkFvxc7XD7BF8cKmzEuYoW0TlEwnBQSEQWQaPV4/WdeXC1t8LjM0JF55CRCvSwR6iXA7LUddyfhozWhkPFqGvrxm9SRsOBS+SJiIgGTXrileuEtdmFgkuIxOGgkIgswsYjpahq0eBXSaFwtrUSnUNGLCXCG3Vt3bhQ1So6hehHmjt7sGZvIQLc7fDAlEDROURERGZl7EhnJIz2xLfnqlHe1Ck6h0gIDgqJyOy1arR4M6sAvi62WDg1WHQOGbnvlx/v5enHZITW7CtEm0aHJbPCYa3k2zgiIqLB9nhiKAwS8O6BYtEpRELwHSYRmb23s4twuVOLZ2aGwdZKITqHjNykYHc42iixh/sUkpGpbunCewdLMMbXGXdEjRSdQ0REZJamj/LAWF9nfHK8HJc7ekTnEA07DgqJyKzVt3Xjnf3FCPVywF0T/UTnkAmwVsoRP8oTp8ub0cQ3h2REVu/KR7fOgKVzwiGXy0TnEBERmSWZTIbHZ6jQpdVj45FS0TlEw46DQiIya/+3Jx9dWj2enR0BpYI/8qhvUiK8IUlAdl696BQiAEBBXTs+PVGOKSHuSArzEp1DRERk1uaN94Wfqx3eP1wCjVYvOodoWPGqmYjMVmljBz46WoboAFfMHucjOodMSFL4lUEMlx+TsXhthxoGCXhubgRkMt5NSERENJSsFHI8Gh+ChvYebDlVKTqHaFhxUEhEZitjZx50BgnL5vDCmvrH29kWkX7O2JdXD71BEp1DFi6nvBnbztfglrE+mBjoJjqHiIjIItw/OQDOtkq8s7+I7wfJonBQSERm6UJVC746U4UZYV6YGuohOodMUEq4N1q6tDhddll0ClkwSZLwyvZcyGXAs7PDRecQERFZDAcbJRbEBaGooQM7L9aKziEaNhwUEpFZejVTDQBYOocX1jQwSRHeAIAsNZcfkzj78xtwqLARd0/0x2gfJ9E5REREFuXhacGwVsixLrtQdArRsOGgkIjMzpGiRuxV1+OOqJEYN9JFdA6ZqCh/V7g7WGNPLg80ITEMBgkrM3NhrZTj6VlhonOIiIgsjrezLe6a6IdTZc04UdIkOodoWHBQSERmRZIkvLwtF0q5DEtu4YU1DZxCLsOMMC9cqm5FTYtGdA5ZoK3nqnG+shUL44Lg52onOoeIiMgipSWoAABrs4sElxANDw4Kicis7LhYizPlzXhgSiCCPBxE55CJS+byYxJEqzfgtR1qONko8evkUaJziIiILNYob0fMHOODXZdqUVjfLjqHaMhxUEhEZkOnN+DVTDXsrBT4zc28sKYblzjaE3IZkJXLQSENr0+Ol6OksRPpiSq4OViLziEiIrJoj89QQZKAd/bzrkIyfxwUEpHZ2HKqEgV17UhLCIG3k63oHDIDrvbWiAlyw4GCBnTr9KJzyEJ09uiwenc+PB1tsCghRHQOERGRxZsU5IabAl2x+VQl6tu6RecQDSkOConILGi0ery+Kw9u9lZ4LFElOofMSFK4Nzp79DhefFl0ClmIDQdLUN/WjaduHgV7a6XoHCIiIosnk8nweKIKPToD3j9UIjqHaEhxUEhEZuHDw6WobtHg18mj4GxrJTqHzEjKd/sU7uHyYxoGlzt68K+9hQh0t8d9kwNF5xAREdF3Zo0dgWAPe3x4pBQd3TrROURDhoNCIjJ5rRot3txbgJEutlgQFyQ6h8xMxAgn+LrYYi8PNKFhsGZfIdq6dVhySxislXybRkREZCwUchnSElRo6dLik+PlonOIhgzfgRKRyVu3rwjNnVo8PSsMtlYK0TlkZmQyGZLCvVHU0IGShg7ROWTGqpq78N6hEoz1dcbtE0aKziEiIqL/cU+MPzwcrPHugWLo9AbROURDgoNCIjJpda0avHugGKO9HXH3RH/ROWSmksO9AABZvKuQhtDqXfno0RmwdE445HKZ6BwiIiL6H7ZWCvxiWjAqm7uw9Vy16ByiIcFBIRGZtP/bU4AurR7Pzg6HghfWNESmj/KEtULOfQppyBTUteGzk+WIU7ljRpiX6BwiIiK6hp/HBcHOSoF12UWQJEl0DtGg69OgUKPRYP78+QgLC0NUVBRmzZqFgoICAMDy5csRHh4OuVyOL7/88geP27x5MxITE5GSkoKcnBwAQHV1NRYuXAhvb2/4+voiJiYGGzZsGNzviogsQklDBzYdK8PEQFfMGusjOofMmIONErEqdxwtauLm1TQkVmXmwSABS+dEQCbjLz2IiIiMlZuDNX42yR8XqlpxqLBRdA7RoOvzHYXp6elQq9XIyclBamoq0tLSAAAzZ87Etm3bkJiY+KPHbNiwAbt378aaNWuwfv16tLe3IyEhAZ6enigoKEB1dTUyMzNhMHBtPxH132s786AzSFjGC2saBsnh3ujRG/iGkAbd6bLL2H6hBrPH+WBioJvoHCIiIvoJaQkqyGXA2uwi0SlEg65Pg0JbW1vMmzev90I8Li4OJSUlAIApU6ZApVJd9XELFizA5MmTsWDBAixcuBDvv/8+XFxckJGRAWdnZwCAp6cnFi1aNAjfChFZkvOVLfgmpwpJ4V6IVXmIziELkBLhDQBcfkyDSpIkvLI9F3IZ8OzscNE5RERE1AcB7vaYO94X2Xn1uFTdKjqHaFANaI/C1atXIzU19Se/7v7778eZM2dw/PhxxMTE4OTJk4iPjx/ISxIR/cDKTDVkMmDp7AjRKWQhgj0dEOLpgL3qOu5HQ4NmX149jhQ14Z4Yf4zydhKdQ0RERH30eOKVG6be5l2FZGb6PShcvnw5CgoKsGLFiqHo+YGMjAz4+/v3frS3tw/5axKR8TtU2IDsvHrcETUSY0c6i84hC5Ic7o3qFg1ya9pEp5AZ0Gj1eOHrC7C1kuPpmWGic4iIiKgfJvi7Ik7ljq9zqlDV3CU6h2jQ9GtQuGrVKmzZsgXbtm2Dvb19v18sJiYGBw8e7PPXL168GBUVFb0fjo6O/X5NIjIvV5bpqWGlkGHJLC7To+GVHHHlNNosNZcf041bvTsfJY2dWDIrHCNd7UTnEBERUT89nhgKnUHC+gPFolOIBk2fB4UZGRnYtGkTdu7cCVdX1wG92MKFC9HU1ISlS5eio6MDwJVTkJ9//vkBPR8RWZ7MCzXIKW/Gg1MCEejR/19YEN2IKSHusLdWIIv7FNINulDVgnXZRRjv54JHpgeLziEiIqIBSAr3QriPEzYdK0NLl1Z0DtGg6NOgsKKiAkuWLEFzczOSk5MRHR2N2NhYAMCLL74If39/HD58GGlpafD390d9ff1Vn8fJyQn79+9HVVUVQkJCEBgYiHnz5iEoKGjwviMiMls6vQErM9Wwt1bgyZTRonPIAtkoFZg+yhMnSy+jpZNvBmlgdHoDntt8DgDw8t3joVQMaMtoIiIiEkwmk+GxRBU6evT46GiZ6ByiQSGTTGhHdn9/f1RUVIjOICJBPjlehmWbz+G3KaOw+BYuOyYxNh0rw++3nMM/HrgJd0SNFJ1DJujt7CK89O0l/DIpFMvm8EAmIiIiU9ajMyBxZRYMkoT9y5Jho1SITiL6Sdebr/FX2ERkEjRaPV7fmQ93B2s89t0JY0QiJIVf2adwL5cf0wCUNXbitZ1qBHvY46mbeWc0ERGRqbNWyvHI9GDUtXXjqzNVonOIbhgHhURkEt4/VIKaVg1+nTwKTrZWonPIgvm62GGMrzP25tVDbzCZm/LJCEiShD98cQ4arQHL7xoPWyvecUBERGQOHogNhKONEm9nF8HA94dk4jgoJCKj19KlxVt7C+HnaoeHYgNF5xAhOdwLTR09OFvRLDqFTMjmU5U4UNCA+yYFYFqop+gcIiIiGiTOtlZ4MDYQ+XXt2JvHVSdk2jgoJCKjt3ZfIVq6tHhmVhjvwCGjkBLhDQA8/Zj6rL6tG3//z0V4OtrgD/PGiM4hIiKiQfbI9GAo5TKs3VckOoXohnBQSERGra5Vg/UHixHm44g7b/ITnUMEAIgOcIWLnRWy1PWiU8hE/O0/F9HSpcXfUsfBxZ7bJxAREZkbXxc73BE9EkeLm3CmvFl0DtGAcVBIREZt9e58aLQGPDs7Agq5THQOEQBAqZBjRpgXzlW2oK5VIzqHjNzuS7X4JqcKs8b6YG7kCNE5RERENETSvzt0cV12oeASooHjoJCIjFZxQwc+Pl6OmCA3zBzjLTqH6AeSI747/Zh3FdJ1tHfr8PyX5+Fko8TfUyMhk/EXHkREROYqYoQzksK9sP18DUobO0TnEA0IB4VEZLRe26GG3iBh2ZwIXlyT0ZkR5g2ZDMhSc59CurZXt+eiukWDZXMjMMLFVnQOERERDbH0RBUMEvDO/mLRKUQDwkEhERmlcxUt+M/ZaqREeGNKiLvoHKIfcXewRnSAK/bnN6BHZxCdQ0boZGkTPjhSisnBbnhwCk9sJyIisgRTVR4Y7+eCz06Wo6mjR3QOUb9xUEhERmllZi5kMuDZ2eGiU4iuKSXcG+3dOpwobRKdQkamW6fHss3nYCWXY8VdEyDnHqtEREQWQSaTIT1RBY3WgA8Ol4jOIeo3DgqJyOgcLGjA/vwGzI/2wxhfZ9E5RNeUHHFl78ysXC4/ph9as7cQBXXt+E3KKIzydhSdQ0RERMNobuQI+LvZ4YPDpejq0YvOIeoXDgqJyKhIkoSV23NhpZBh8aww0TlE1zVupDO8nWyQxQNN6L/k17bhzawChPs44fEZoaJziIiIaJgpFXKkxYegqaMHn5+qEJ1D1C8cFBKRUdl2vgY5FS14KDYIAe72onOIrksmkyE53BsFde0ob+oUnUNGwGCQ8NyWc9AZJLx893hYK/lWi4iIyBL9bHIAXO2t8M7+IugNkugcoj7ju1ciMho6vQGrMtVwsFbgyZRRonOI+iQ5wgsATz+mK/59tBQnSy/j4WnBuCnQTXQOERERCWJvrcTCuCCUNnYi80KN6ByiPuOgkIiMxmcnK1DU0IG0BBU8HW1E5xD1yfRRnrBSyLCH+xRavKrmLryyXQ0/Vzv87hYexERERGTpFk4Lho1SjrXZRZAk3lVIpoGDQiIyChqtHm/syoO7gzUeS1SJziHqMydbK0wOdsfhwkZuVm3BJEnCn748j/ZuHV68MxIONkrRSURERCSYp6MN7o7xR055M44VN4nOIeoTDgqJyCi8d6gEta3deDJ5FBx5gU0mJiXCG906Aw4XNYhOIUG2nqvG7tw6zI8eieRwb9E5REREZCQeS1BBJgPWZReJTiHqEw4KiUi4lk4t3soqgL+bHR6KCxSdQ9RvSd8NhrJyefqxJWru7MELX1+Am70V/nTbWNE5REREZERCPB1wy1gf7M6tQ35tm+gcop/EQSERCfev7EK0anRYPCsMNkqF6Byifgv1ckCguz325NZx/xkL9NLWS2ho78Gfbx8LD+6vSkRERP8jPTEUAPD2ft5VSMaPg0IiEqq2VYMNB4sR7uOE1Gg/0TlEAyKTyZAc7oXK5i4U1LWLzqFhdCC/AZ+drEBimBfm82cYERERXUVMkBsmBbnhy9NVqGvViM4hui4OColIqDd25UOjNWDpnHAo5DLROUQDlhxxZfkxTz+2HF09evzhi3Ows1LgpfmRkMn4M4yIiIiuLj1RhR69ARsOlYhOIbouDgqJSJii+nZ8eqIck4LckBLBzf/JtMWpPGBrJUeWmoNCS/HGrjyUNXXid7PDEeBuLzqHiIiIjNjMMT5QeTlg45FStHfrROcQXRMHhUQkzGs78qA3SHhubgTvxCGTZ2ulwPRQT5wouYxWjVZ0Dg2x85UteHt/EaL8XfDwtGDROURERGTk5HIZ0hNUaNPo8PGxMtE5RNfUp0GhRqPB/PnzERYWhqioKMyaNQsFBQUAgLq6OsyZMwejR49GZGQksrOzex+3efNmJCYmIiUlBTk5OQCA6upqLFy4EN7e3vD19UVMTAw2bNgwBN8aERmzsxXN2HquGjPHeGNSsLvoHKJBkRThDZ1Bwv68BtEpNIS0egOWfn4WcpkML989gdsmEBERUZ/Mv8kPno42WH+gGFq9QXQO0VX1+Y7C9PR0qNVq5OTkIDU1FWlpaQCA5557DnFxccjPz8eGDRvw4IMPQqu9cifFhg0bsHv3bqxZswbr169He3s7EhIS4OnpiYKCAlRXVyMzMxMGA/8fhMjSrNyuhkwG/G52uOgUokGTHO4FAFx+bObePVCMi9WteGJGKMb4OovOISIiIhNha6XAI9ODUdWiwX/OVonOIbqqPg0KbW1tMW/evN6lgXFxcSgpKQEAfPrpp3jiiScAAJMnT8bIkSOxb98+AMCCBQswefJkLFiwAAsXLsT7778PFxcXZGRkwNn5yhtrT09PLFq0aLC/LyIyYgfyG3CgoAF33uSHiBG8yCbz4e9mjzAfR+xV18FgkETn0BAoaejA6zvzoPJ0wJMpo0TnEBERkYlZEBsEe2sF1u4rgiTx/SIZH+VAHrR69WqkpqaisbERWq0WI0aM6P274OBglJVdWW9///334/777+/9uzfffBPx8fE3mExEpkySJLyyPRfWCjmemRkmOodo0CVHeGPtviKcr2rBBH9X0Tk0iCRJwu+3nEO3zoAVd42HrZVCdBIRERGZGBd7K9w3OQAbDpbgV/8+BQebAY1laIitujdKdIIw/f4vcvny5SgoKMDu3bvR1dU1FE29MjIykJGR0fvn9vb2IX09Ihp6356rwbnKFjwyPZinhJJZSgm/Mijck1vHQaGZ+exEBQ4XNeLB2EDEqjxE5xAREZGJSktQ4fOTFdh2vkZ0Cl0DB4V9tGrVKmzZsgW7du2Cvb097O3toVQqUVNT03tXYUlJCQIDA6/6+P4eXLJ48WIsXry498/+/v79ySUiI6PVG7BqhxqONko8mcwle2SeJga5wclWiSx1PZ7mXbNmo65Ngxe3XoS3kw2emxshOoeIiIhMmJ+rHU79aRZ6dDyvgYxPnweFGRkZ2LRpE3bt2gVXV9fez997773417/+hRdeeAHHjx9HZWUlZsyYcdXnWLhwIV577TUsXboUf/nLX+Dg4IDq6mq8+eabePHFF2/4myEi4/bZiQoUN3TgmZlh8HC0EZ1DNCSsFHIkhnnh23PVaGjvhif/WzcLf/36Ilo1Orx6bxScba1E5xAREZGJs1LIYaXo8/myRMOmT/9VVlRUYMmSJWhubkZycjKio6MRGxsLAHjllVdw6NAhjB49Gg8//DA2btwIK6urv4F2cnLC/v37UVVVhZCQEAQGBmLevHkICgoavO+IiIxSV48eb+zKg4eDNRYlhIjOIRpSyeHekCRgn7pedAoNgh0XarD1XDXmRo7A7HEjfvoBREREREQmqk93FPr7+1/zNB4fHx/s2LGjzy/o5+eHjRs39vnricg8bDhUjLq2brxw+1g4csNeMnNJ4V4AgD3qOtwdw20zTFmrRos/fXUeTrZK/PWOcaJziIiIiIiGFO9zJaIh19Kpxb/2FsLfzQ4PxF59D1Mic+LpaIMofxdk59VDp+feM6Zs5fZc1LZ24w/zxsDb2VZ0DhERERHRkOKgkIiG3Fv7CtCq0WHJLWGwUSpE5xANi+QIb7RpdDhZell0Cg3Q8ZImbDxShtgQd9w3KUB0DhERERHRkOOgkIiGVHVLF947WIKIEU5IjfITnUM0bJLDvQEAWdyn0CRptHo8t/ksrJVyrLhrPORymegkIiIiIqIhx0EhEQ2pf+zOR7fOgKVzwnmhTRZlvJ8LPB2tkZVbJzqFBuCtrAIU1nfgqZtHQ+XlKDqHiIiIiGhYcFBIREOmsL4dn56owJRg9967q4gshVwuw4wwb6hr21DZ3CU6h/oht6YVb+0tRMQIJ6QnqkTnEBERERENGw4KiWjIvLZDDb1BwrK54ZDJeDchWZ6UiO+WH/OuQpOhN0h4bvM5GCQJr9w9AVYKvlUiIiIiIsvBd79ENCRyypvx7bkazBzjg5ggd9E5RELEj/aEQi7joNCEfHC4BGfKm/Ho9BBEBbiKziEiIiIiGlYcFBLRoJMkCa9sz4VcBiydEy46h0gYFzsrTApyw8HCBmi0etE59BMqLnfi1Uw1/N3ssPiWMNE5RERERETDjoNCIhp0BwoacKiwEXdN9EeYj5PoHCKhkiO8odEacKSoUXQKXYckSXj+y/Po7NFj+Z3jYW+tFJ1ERERERDTsOCgkokFlMFy5m9BaIcfTM0eLziES7vt9Cveq6wWX0PV8nVOFvep63DXRD4lhXqJziIiIiIiE4KCQiAbV1nPVOF/Zip9PDYK/m73oHCLhRns7ws/VDnty6yBJkugcuoqmjh789ZuL8HCwxp9uHSs6h4iIiIhIGA4KiWjQaPUGvLZDDUcbJX6dPEp0DpFRkMlkSI7wQllTJ4oaOkTn0FW8uPUimjp68Ofbx8LNwVp0DhERERGRMBwUEtGg+eR4OUoaO5GeqII7L7aJen2//JinHxuf7Lx6bDlVieRwL9wRNVJ0DhERERGRUBwUEtGg6OzRYfXu/9fefYdHVaZvHL8nFZJAgDRKgNCSEAhSRJQSCUhTdEFQcUFQsf8UXQTEsu6uIoIIK9hZqWvDFUQEpRg6NqS3JEBCCQmBEEglbeb9/YHMyoqICDmTzPdzXVzX5swwueOz5zDz5D3vs1fBAT4a3rmR1XEAl3Jd42D5enloVRKNQldSWFKmZz7bIT8fT43rHyubzWZ1JAAAAMBSNAoBXBazNhzQ8bxiPdatmfx9mRYK/FxVH09d1yRIP6RmK7+4zOo4+MmU5clKO3laY3pFqV6NqlbHAQAAACxHoxDAH3aqsETvrNmvBrX8dOc1DayOA7ik+KhQldqN1u/NsjoKJG07fEozN6SqTYMauuu6CKvjAAAAAC6BRiGAP+zt1fuVV1SmJ3tGyseLywpwPvFR7FPoKkrtDj01f7s8PWyaOKCVPD245RgAAACQaBQC+IMyck5r9jcH1LxOdd3cikEAwK9pEOSnJiH+WpV0TMYYq+O4telrU5R4NE8Pd22qyLBqVscBAAAAXAaNQgB/yGsr9qq4zKExvaPkwaoc4IK6RYfqWF6xdqXnWh3FbaUcz9fUhL1qEuKv/4tvYnUcAAAAwKXQKARwyfYdy9d/Nh1Wh0a11DUyxOo4gMs7e/vxaqYfW8LhMHp6wQ6VlDk0cUAr+Xp5Wh0JAAAAcCk0CgFcsleXJclhpKf6RMtmYzUh8FuujqilAF8vrWSfQkvM+/Gwvk/N1l3XNtTVEbWsjgMAAAC4HBqFAC7JlkMntXTXUfWMCVPbBjWtjgNUCD5eHurcNFhbDp9SdkGJ1XHcSmZukcZ/uUe1q1fRmN5RVscBAAAAXBKNQgC/mzFGE5cmysMmje7FB27g9+gWHSpjpLXJx62O4lb+9vku5RWV6cV+LVWtirfVcQAAAACXdFGNwhEjRigiIkI2m01bt251Hl+6dKmuvvpqtWrVStdee622bdvmfGz+/PmKi4tTt27dnMczMjI0dOhQhYaGqk6dOmrXrp1mzZp1eX8iAFfc2r1Z+i4lWwPahqsZE0OB36Vr1Jn9PLn9uPws3ZmhpbuO6qZWddQjJszqOAAAAIDLuqhG4cCBA7V+/Xo1bNjQeezkyZMaPHiw5syZo+3bt2vSpEkaPHiw8/FZs2YpISFBb7/9tmbOnKn8/Hx16dJFwcHB2rdvnzIyMrRs2TI5HI7L/1MBuGIcDqOJXyXKx8tDT/SItDoOUOGEVq+ilvWqa03ycdkdxuo4lV7O6VI9//kuBVb11t9vbmF1HAAAAMClXVSjMC4uTuHh4ecc279/v4KCgtSixZk33V26dNGhQ4e0efNmSdKQIUPUvn17DRkyREOHDtWcOXMUGBioKVOmqHr16pKk4OBgDR8+/HL+PACusMU7MrQ7I1dDr22oejWqWh0HqJDio0KVc7pUWw6dtDpKpTfhq0QdyyvWszc1V0g1X6vjAAAAAC7tkvcobNasmU6cOKFvvvlGkrRo0SLl5eXpwIEDkqRBgwZp69at2rhxo9q1a6dNmzapc+fOlyU0AGuUlDk0eXmSqvl66f/im1odB6iw4qNDJUmrkrj9+Er6LuWEPvrhkDo2CdJt7cJ/+y8AAAAAbu6SG4WBgYH69NNP9fTTT6tdu3Zavny5YmJi5OXlddnCTZkyReHh4c4/+fn5l+21Afx+8348rIMnCvXg9Y1V09/H6jhAhXVVeA3V8vfRykQGmlwpRaV2Pb1gh3y9PPTyrbGy2WxWRwIAAABc3h/q6sXHxys+Pl6SVFxcrNq1aysmJua8z72UwSUjR47UyJEjnV//7+3PAMpPYUmZpiXsVXCAr+7t3MjqOECF5ulh0/WRIfpsyxEdzSlS7cAqVkeqdF5fuVepWQUa2ydaDYP8rY4DAAAAVAiXvKJQOjPF+KwXX3xR3bp1U9Om578dcejQocrOztaYMWNUUFDg/PvPPffcH4kAoJzMXJ+q43nFerx7U/n5XL6Vw4C74vbjK2d3eq7eXZOiFnWr6z5+sQEAAABctItqFD744IMKDw9XWlqaevXq5WwGPv/884qOjlbTpk118OBBzZgx41dfo1q1alq3bp3S09PVqFEjNWjQQDfeeOM5k5QBuKaTBSV6d02KGgb5adA1DayOA1QKcc2C5WGTViXSKLyc7A6jsQu2y0iaOKCVvDz/0O9EAQAAALdyUcuC3n333fMe/9e//vW7vlm9evX0/vvv/66/A8B6b63ep7ziMo3r31LefOgGLosafj5q17Cm1u/LUnGZXb5enlZHqhRmbUjV9rQcPRjXWC3rBVodBwAAAKhQ+MQP4IKOnDqtOd8eVIu61XVzq7pWxwEqla5RoSossWtj6kmro1QKh7MLNXl5shrU8tMTN0RaHQcAAACocGgUArigqV8nq6TMoTG9o+XhwdRQ4HLq9tM+hSu5/fgPM8bomc926HSpXS/fGquqPqzQBAAAAH4vGoUAftXezDx9uilN1zaupbhmwVbHASqd6NrVVCewilYz0OQP+2zLEa3bm6Xb2oWrU1OuVwAAAMCloFEI4FdNWpYkh5Ge6h0tm43VhMDlZrPZ1DUqVClZBTqQVWB1nAorK79YLyzereAAHz17U3Or4wAAAAAVFo1CAOe1+dBJLd+dqd4taqtNg5pWxwEqrfioEEnSKlYVXrIXF+/WqcJS/f2WFqrh52N1HAAAAKDColEI4BeMMZr4VaI8bNKoXgwEAK6kTk2D5ePpwT6Fl2hV0jF9vjVdNzQP1U2xdayOAwAAAFRoNAoB/MKa5OP6PjVbt7Wrr6ah1ayOA1Rq/r5e6tC4lr5PyVZBcZnVcSqUguIyPffZTgX4eunFfi3ZIgEAAAD4g2gUAjiHw2E0cWmSfLw89PgNzayOA7iF+KhQldgd+mb/CaujVCivLk/SkVOn9VTvKNUJrGp1HAAAAKDCo1EI4BxfbE/Xnoxc3d0xQnVr8MEbKA/x0aGSxO3Hv8OWQyc1+5sDatewpgZ3aGh1HAAAAKBSoFEIwKmkzKHJy5NVrYqXHunaxOo4gNtoFOyvRsH+Wp10TMYYq+O4vJIyh8bO3yFvDw9NuDVWHh7ccgwAAABcDjQKATh9vPGQDmUX6qHrmzA5FChnXaNClJFTpMSjeVZHcXnvrtmvpMw8/V98UzULYx9VAAAA4HKhUQhA0pmhANMS9iqkmq/u6RRhdRzA7XT76fbjVUncfnwh+47l6/WV+xQZFqCHWfkMAAAAXFY0CgFIkmauT1VWfoke795Mfj5eVscB3M41jWrJz8dTq9in8Fc5HEZPL9iuUodDL9/aSj5evI0BAAAALifeYQNQdkGJ3l2booggP93Rvr7VcQC35OvlqU5Ng7Xp4EnlFJZaHcclffjDIW08cFLDrotQu4Y1rY4DAAAAVDo0CgHozVX7lF9cpid7Rsnbk8sCYJVu0aFyGGnN3uNWR3E5R3OKNOGrRNUNrKJRvaKsjgMAAABUSnQEADd35NRp/fvbg2pZr7puiq1jdRzArXWNCpEkreb243MYY/Tcwp3KLy7TuP4tFeDL9ggAAADAlUCjEHBz/1yRrBK7Q2N6RcvDw2Z1HMCt1QmsquZ1qmt18nHZHcbqOC7jq51H9fWeTN1yVV11iw6zOg4AAABQadEoBNxYcmaeFmxOU8cmQerSLNjqOAAkxUeFKLugRNvTTlkdxSXkFJbq+c93qYaft56/OcbqOAAAAEClRqMQcGOTliXJYaSnekfLZmM1IeAKukWHShLTj38y/ss9ysov1l9vilFwgK/VcQAAAIBKjUYh4KY2HczWit2Z6tOytq6qX8PqOAB+0rp+DQVW9daqJAaafLMvS/N+PKwuzYJ1a9t6VscBAAAAKj0ahYAbMsZo4ldJ8vSwMT0UcDFenh66PjJEO47k6FhukdVxLFNUatfTn+1QVW9Pje8fy6pnAAAAoBzQKATc0Oqk4/rhQLZuaxeuJiEBVscB8D/io3+afuzGqwpf+3qvDp4o1JM9I1W/lp/VcQAAAAC3QKMQcDMOh9HEpYny9fLQEzdEWh0HwHlcHxkqm01aleSe+xTuPJKjf61LUavwQN3dMcLqOAAAAIDbuKhG4YgRIxQRESGbzaatW7c6j3/55Zdq27atWrdurZYtW2rOnDnOx+bPn6+4uDh169ZN27ZtkyRlZGRo6NChCg0NVZ06ddSuXTvNmjXr8v5EAC5o0bZ0JR7N092dIlQ7sIrVcQCcRy1/H7WuX0Pr9mappMxhdZxyVWZ3aOyC7ZKkCbe2kpcnv9MEAAAAystFvfseOHCg1q9fr4YNGzqPGWM0ZMgQzZ49W1u3btXixYv14IMPKi8vT5I0a9YsJSQk6O2339bMmTOVn5+vLl26KDg4WPv27VNGRoaWLVsmh8O9PgABViopc2jyiiRVr+Klh69vYnUcABfQLSpU+cVl+vFgttVRytXMDanaeSRXD8Y1Vkzd6lbHAQAAANzKRTUK4+LiFB4e/ovjNptNp06dkiTl5uYqKChIvr6+kqQhQ4aoffv2GjJkiIYOHao5c+YoMDBQU6ZMUfXqZ974BwcHa/jw4ZfpRwHwWz78/qAOZ5/WQ12bqIafj9VxAFxAfHSoJGlVovvcfnzwRIGmrEhWRJCfRnRvZnUcAAAAwO14XepftNlsmjdvnm699Vb5+/vr5MmTWrBggXx8zjQfBg0apEGDBjmf/+abb6pz585/PDGAS5JfXKbXV+5TaDVf3dOxkdVxAPyGFnWrK7Sar1YlHdezN1md5sozxuiZz3aoqNSh8bfGqoq3p9WRAAAAALdzyRv/lJWVady4cVqwYIEOHjyohIQE3XXXXcrKyrps4aZMmaLw8HDnn/z8/Mv22oC7mbEuVScKSvT4Dc1U1YcP4ICrs9ls6hoVon3H8nU4u9DqOFfcp5vStGHfCQ1qX18dmwRbHQcAAABwS5fcKNy6davS09MVFxcnSWrfvr3Cw8O1ZcuW8z6/Xbt22rBhw+/6HiNHjlRaWprzT0BAwKXGBdzaifxi/WtdihoF++v2q+tbHQfARep29vbjSj79+HhescYt2aOQar56uk9zq+MAAAAAbuuSG4X169dXRkaG9uzZI0nat2+f9u/fr6ioqPM+f+jQocrOztaYMWNUUFAg6cwU5Oeee+5SIwC4SG+u2q/84jKN6hklbyaIAhVGp6bB8va0aWUl36fwH1/sUs7pUr1wSwsF+nlbHQcAAABwWxfVMXjwwQcVHh6utLQ09erVS02bNlVYWJimT5+u22+/XVdddZX69++vN954Qw0aNDjva1SrVk3r1q1Tenq6GjVqpAYNGujGG288Z5IygMsv7WSh3v/uoGLrBapPy9pWxwHwO1Sr4q32EbX07f4TOl1itzrOFfH17kwt3p6hnjFh6s01CgAAALCUzRhjrA5xsc42KwFcvCc/2ab5m9P0/vAO6tyMfb+Aiua9dSkat2SPZt59tbpFh1kd57LKKypVz3+uVX5RmVaMvF61A6tYHQkAAACo9C7UX+MeRKASSzqapwVb0tSpaRBNQqCC6hr10z6FicctTnL5TVqWpIycIo29MZomIQAAAOACaBQCldikZYkyRnqqd7TVUQBcoiYh/mpQy08rE4+pAt0E8Jt+PJCtf393UNdE1NKd7c+/bQkAAACA8kWjEKikfjyQra/3HNNNsXXUKryG1XEAXCKbzab4qBAdOXVa+47lWx3nsigus2vsgh3y9vDQywNi5eFhszoSAAAAANEoBColY4wmLk2Up4dNT/aMtDoOgD8oPvrM7ceVZfrx26v3a9+xfI3o3lRNQgKsjgMAAADgJzQKgUpoZeIxbTxwUrdfXV+N+RAOVHjXNg5SFW+PStEo3JuZpzdX7VN07Wp6IK6J1XEAAAAA/AyNQqCSsTuMXlmaJF8vDz1xQzOr4wC4DKp4e6pTk2D9ePCkcotKrY5zyRwOo6fmb1eZw2jCgFby8eJtCAAAAOBKeIcOVDKfbz2ipMw83dOpkcKqM0UUqCy6RofK7jBal5xldZRL9v73B7X50Cnd07GRWtevYXUcAAAAAP+DRiFQiRSX2TVlRbKqV/HSw9dzSx9QmcRHhUiSViVVzNuP00+d1sSvElWvRlX2TgUAAABcFI1CoBL58PtDSjt5Wo/EN1Wgn7fVcQBcRuE1/RQZFqDVScfkcBir4/wuxhj9deFOFZTY9VL/lvL39bI6EgAAAIDzoFEIVBL5xWV6Y+U+hVX31bDrIqyOA+AKiI8OVVZ+iXam51gd5XdZvD1DCYnH1L9NPXWNCrU6DgAAAIBfQaMQqCTeW5eiEwUleuKGSFX18bQ6DoArIP6nJltFmn58sqBEf1+0S7X8ffTXvjFWxwEAAABwATQKgUogK79Y/1qbosbB/rqtXbjVcQBcIe0a1lS1Kl5alXTc6igX7aUv9+hEQYme7xujWv4+VscBAAAAcAE0CoFK4I2V+1RQYteoXlHy8uS0Biorb08PxTUL0fa0U8rKL7Y6zm9avzdLn25K0/WRIfpT67pWxwEAAADwG+goABXc4exCffD9QbUKD1SflrWtjgPgCouPDpUx0hoXX1V4usSupz/bLj8fT73Uv6VsNpvVkQAAAAD8BhqFQAX3zxXJKrUbPdU7mg/igBu4PjJEkrQyybX3Kfzn18k6nH1ao3pGKbymn9VxAAAAAFwEGoVABbYnI1efbT2iLs2C1alpsNVxAJSDkGq+uio8UGuTj6vM7rA6znntSMvRe+tSdFX9GhrWMcLqOAAAAAAuEo1CoAJ7dVmSjJHG9Iq2OgqAchQfHaq8ojJtOnjS6ii/UGp36Kn52+Vhs2nigFh5erDSGQAAAKgoaBQCFdTGA9lKSDymm1rVUWx4oNVxAJSj+KhQSXLJ6cfvrUvV7oxcPdy1iaJrV7c6DgAAAIDfgUYhUAEZYzTxq0R5edg0qmeU1XEAlLPYeoEKDvDRqkTX2qcwNatAr32drMYh/vq/+KZWxwEAAADwO9EoBCqghD3H9OPBk7qjfX01Cva3Og6AcubhYdP1kaFKyszTkVOnrY4j6cwvMJ5esF3FZQ5NuLWVqnh7Wh0JAAAAwO9EoxCoYOwOo1eWJaqKt4dGdG9mdRwAFukW/dPtxy6yqvCTHw/ru5RsDe7QQNc0qmV1HAAAAACXgEYhUMEs3HJEyZn5urdTI4VVr2J1HAAW6dwsWJ4eNpdoFB7LLdJLS/YorLqvnurDcCUAAACgoqJRCFQgxWV2TVmRrMCq3nrw+iZWxwFgocCq3rq6YU1t2J+lolK7pVn+/sUu5RaV6YU/tVT1Kt6WZgEAAABw6S6qUThixAhFRETIZrNp69atkqQTJ06odevWzj+RkZHy8vJSdna2JGn+/PmKi4tTt27dtG3bNklSRkaGhg4dqtDQUNWpU0ft2rXTrFmzrsxPBlRC7393SEdOndYjXZsosCofxgF3Fx8dqqJSh75LOWFZhmW7jurLHUfVp2Vt9WpR27IcAAAAAP64i2oUDhw4UOvXr1fDhg2dx4KCgrR161bnnwceeEB9+vRRrVpn9iWaNWuWEhIS9Pbbb2vmzJnKz89Xly5dFBwcrH379ikjI0PLli2Tw+G4Mj8ZUMnkFZXqzVX7VLt6FQ3rGGF1HAAu4Ow+hauTjlvy/XOLSvX85ztVrYqX/nFLC0syAAAAALh8vC7mSXFxcb/5nBkzZujll192fj1kyBC1b99e3t7eeueddzRnzhwFBgZqypQpzucEBwdr+PDhlxAbcD//Wpeq7IISTbg1lmmiACRJzUIDVK9GVa1MPKa/3Rwjm81Wrt9/4leJyswt1oRbYxXKnqkAAABAhXdZ9ij85ptvdPLkSfXt29d5bNCgQdq6das2btyodu3aadOmTercufPl+HaA2zmeV6z31qWoSYi/BrYLtzoOABdhs9kUHx2iQ9mFSskqKNfv/UNqtj74/pCubVxLd7SvX67fGwAAAMCVcVkahTNmzNDQoUPl5XVRCxQv2pQpUxQeHu78k5+ff1lfH6go3ly1T4Uldo3uFSUvT2YQAfiv+Kgztx+X5/TjolK7xi7YLh8vD718a6tyX8kIAAAA4Mr4wx2H/Px8ffLJJ7r33nsv+Lx27dppw4YNv+u1R44cqbS0NOefgICAPxIVqJAOnSjUB98f1FX1azAoAMAvdGwSLB8vD61KKr9G4Zur9inleIGeuKGZGgX7l9v3BQAAAHBl/eFG4bx583TVVVcpOjr6gs8bOnSosrOzNWbMGBUUnLk9KiMjQ88999wfjQBUav/8OlmldqOnekexagfAL1T18dR1jYP0Q2q28ovLrvj3Szyaq7dX71fzOtV1f5fGV/z7AQAAACg/F9UofPDBBxUeHq60tDT16tVLTZs2dT42Y8aMixpIUq1aNa1bt07p6elq1KiRGjRooBtvvPGcScoAzrUnI1cLtx5RXGSIOjYJtjoOABfVLTpUpXaj9Xuzruj3sTuMnpq/Qw5jNHFArLzZCgEAAACoVC5qU8F33333Vx/75ptvLvqb1atXT++///5FPx9wd68sTZQx0pheUVZHAeDC4qNC9Tft0qrEY+rd8sptUTDnmwPadviU7u/SSK3Ca1yx7wMAAADAGiwFAFzU9ykntCrpuG6+qq5a1gu0Og4AF9YgyE9NQvy1KumYjDFX5HuknSzUq8uTVL9WVf2lR+QV+R4AAAAArEWjEHBBxhhNXJooLw+bnuQDOYCL0C06VMfyirUrPfeyv7YxRs8t3KnCErvG94+Vn89F3ZAAAAAAoIKhUQi4oBW7M7X50CkNuqa+IpgoCuAixEeFSpJWX4Hpx4u2pWt10nENaBuuLs1CLvvrAwAAAHANNAoBF2N3GE1alqSq3p4a0b2Z1XEAVBBXR9RSgK+XViZe3kZhdkGJ/vHFbgX5++i5m5pf1tcGAAAA4FpoFAIuZsHmNO09lq/hnRsptFoVq+MAqCB8vDzUuWmwthw+peyCksv2uuMW71Z2QYn+dksL1fT3uWyvCwAAAMD10CgEXEhRqV3/XJGsGn7eeuD6xlbHAVDBdIsOlTHS2uTjl+X11iQf14ItR9QtOlQ3t6pzWV4TAAAAgOuiUQi4kPe/O6j0nCL9X9emql7F2+o4ACqYrlFn9g+8HLcfFxSX6ZkFO+Tv46kX+7WUzWb7w68JAAAAwLXRKARcRG5Rqd5ctU91AqvorusaWh0HQAUUWr2KWtarrjXJx2V3mD/0WlNWJOvIqdMa0zta9WpUvUwJAQAAALgyGoWAi3hvbYpOFpbqLzdEqoq3p9VxAFRQ8VGhyjldqi2HTl7ya2w9fEqzNqSqbYMaGnItv7gAAAAA3AWNQsAFHM8r1nvrU9U0NEC3tq1ndRwAFVh8dKgkaVXSpd1+XGp3aOz87fL0sGnCgFby9OCWYwAAAMBd0CgEXMDrK/eqsMSuUT2j5OXJaQng0l0VXkO1/H20MvHSBppMX5uixKN5eqRrU0WGVbvM6QAAAAC4MjoSgMUOnSjUh98fUpsGNdSrRZjVcQBUcJ4eNl0fGaI9Gbk6mlP0u/7u/uP5mpqwV01DA/RIfJMrlBAAAACAq6JRCFhs8ooklTmMnuodzVRRAJfF2enHv+f2Y4fD6OkFO1Rqd2jigFj5erFXKgAAAOBuaBQCFtqVnqPPt6br+sgQXds4yOo4ACqJ6yND5GGTViVefKPw442H9UNqtu66tqHaNax1BdMBAAAAcFU0CgELTVqWJEka0zvK4iQAKpMafj5q26Cm1u/LUnGZ/Tefn5lbpJe/3KM6gVU0uhfXIwAAAMBd0SgELPJdygmtTjquP7WuqxZ1A62OA6CSiY8OVWGJXRtTT/7mc5//fKfyiss0rl9LVaviXQ7pAAAAALgiGoWABYwxmvBVorw8bBrZI9LqOAAqofioUEnSyt+4/Xjpzgwt25Wpvq3qqHtzBioBAAAA7oxGIWCB5bsztfXwKf25QwM1DPK3Og6ASqh5nWqqE1hFqy8w0CTndKn++vkuBVb11t9ublGO6QAAAAC4IhqFQDkrszs0aVmS/Hw89Vi3ZlbHAVBJ2Ww2dY0KVUpWgQ5kFZz3ORO+2qPjecV67qbmCqnmW84JAQAAALgaGoVAOVuw5Yj2HcvX8M6N+GAO4IqKjwqRdP7bj7/df0If/XBYnZoGaWC78PKOBgAAAMAF0SgEylFRqV2vrUhWTT9v3R/X2Oo4ACq5Tk2D5ePpoVX/c/txUaldz3y2Q75eHhrfP1Y2m82ihAAAAABcCY1CoBz9+9uDSs8p0v/FN1V1JosCuML8fb3UoXEtfZ+SrYLiMufxaQl7lZpVoJE9ItknFQAAAIATjUKgnOQWlerN1ftUN7CKhlzb0Oo4ANxEfFSoSuwOfbP/hCRpd3qu3l2bohZ1q2t450YWpwMAAADgSi6qUThixAhFRETIZrNp69atzuPFxcV69NFH1axZM8XGxmrIkCHOx9544w117dpVPXv21OHDhyVJSUlJ6t+/v4KCglSvXj117txZixYturw/EeCipq9J0anCUv2lR6SqeHtaHQeAm4iPDpV0Zp/CMrtDYxdslyRNHNBKXp78vhAAAADAf13UJ4SBAwdq/fr1atjw3FVQY8eOlc1mU3Jysnbs2KFXX33V+diiRYu0evVqPfnkk/r000+Vlpamzp07q1OnTkpLS9ORI0f08ccfKy8v7/L+RIALOpZbpBnrU9UsNEC3tmVoAIDy0yjYX42C/bU66ZhmbTig7Wk5uq9LI7WsF2h1NAAAAAAuxutinhQXF/eLYwUFBZoxY4bS0tKcm6DXrl3b+Xjv3r3Vpk0b+fn56YMPPtDUqVMVFxenUaNGOZ8THh6uwYMH/9GfAXB5r6/cp9Oldo3uFSVPD4YGAChfXaNCNGvDAU1cmqiGQX56onuk1ZEAAAAAuKBLvudo//79qlWrlsaPH6+rr75aXbp0UUJCgvPxkSNHasuWLdqwYYMiIiK0adMmde7c+bKEroye/WyH3ly1T/uO5ckYY3UcXEYHsgr00Q+H1LZBDfWICbM6DgA31O2n24/LHEYv949VVR+2PwAAAADwSxe1ovB8ysrKdPDgQcXExGjChAnasmWLevTooV27diks7PI0Q6ZMmaIpU6Y4v87Pz78sr+tqCkvKtHh7hnJOl2rSsiQ1DvZXjxZh6hlTW23q15AHK9AqtMkrklXmMHqqd7Rz9S0AlKdrGtVSg1p+6hYdqo5Ng62OAwAAAMBF2czvWL4WERGhhQsXqnXr1srKylJYWJhKSkrk6XlmZUL79u318ssv64YbbvjF3x09erRSUlI0f/78Sw4bHh6utLS0S/77rqykzKHvUk5o+e6jWrE7U5m5xZKk4ABf9YgJU88WYerYJEi+XqwCqUh2HslR39fXKz4qRLPuucbqOADc2Nl/7vmFBQAAAODeLtRfu+Rbj4ODg9W9e3ctW7ZMkpSamqrU1FQ1b978vM8fMWKEVq9eralTp6qkpETSmduXx48ff6kRKhUfLw/FRYZoXL9YfTu2uxb+Xyf9X3wT1fTz1kc/HNI9szaq7Qsr9H8fbtbnW48o53Sp1ZFxEV5ZliSbTRrTO9rqKADcnM1mo0kIAAAA4IIuakXhgw8+qCVLlujo0aMKCgpStWrVtG/fPqWkpGj48OHKysqSh4eHnn/+eQ0YMOBXX2fPnj0aO3asNmzYoGrVqql27doaM2aM+vfvf1FhK/OKwgtJOZ6vFbsztXx3pjYfOiljJC8Pm65rEqSeMWHqEVNbtQOrWB0T/+Ob/Vn687++V7/WdfXaoDZWxwEAAAAAALhgf+133XpsNXdtFP7csbwiJew5puW7jmrDvhMqsTskSVeFB6pni9rqGROmpqEBrBqxmDFG/d76RrvTc5QwsqsaBPlZHQkAAAAAAIBGYWWVX1ymNUnHtXz3Ua1MPKa8ojJJUqNgf/X8aV/D1vVrypNhKOVu6c4MPfT+Zg27rqH+8aeWVscBAAAAAACQRKPQLZSUOfR96gkt35WpFbszdTS3SNLZYSih6hlTW9c1CVIVb4ahXGlldod6vbZWGTlFWjM6XiHVfK2OBAAAAAAAIIlGodtxOIx2HMlxTlBOzsyXJPn7eKprVKh6tghT16hQBVb1tjhp5TRv4yE9NX+HRnRvppE9Iq2OAwAAAAAA4ESj0M2lZhVoxe6jWr4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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.6 设置显示中文",
   "id": "641939efef49f4d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T08:53:45.515431Z",
     "start_time": "2025-02-12T08:53:45.275661Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x, y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18)\n",
    "plt.xlabel('时间', rotation=45, fontproperties=my_font)\n",
    "plt.ylabel('次数')\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='yellow', fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "dd6bba214a817169",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.7 一图多线",
   "id": "46e1475d2d4f9e3c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T09:06:30.537783Z",
     "start_time": "2025-02-12T09:06:29.972752Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "'''\n",
    "添加图例:label 对线的解释，然后用plt.legend添加到图片上;\n",
    "添加颜色: color='red'\n",
    "线条风格： linestyle='-';- 实线 、-- 虚线，破折线、-. 点划线、 : 点虚线，虚线、 '' 留\n",
    "空或空格线条粗细： linewidth = 5\n",
    "透明度： alpha=0.5\n",
    "'''\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    " # 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\Windows\\Fonts\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    " # 绘制网格（网格也是可以设置线的样式)\n",
    " # alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    " # 添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) \n",
    "# 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper right' )"
   ],
   "id": "6819192f1c4fce50",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x19f79f6dea0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 7.8 拓展（一图多个坐标系子图）",
   "id": "772f10b54304ac73"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:03:58.573435Z",
     "start_time": "2025-02-12T12:03:56.433226Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x,-x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "78e11aaac58085ff",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:07:47.053574Z",
     "start_time": "2025-02-12T12:07:46.172460Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "ax2 = fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x)\n",
    "plt.show()"
   ],
   "id": "6427c8f3ef8ef38d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 8. 绘制散点图",
   "id": "6936da19572f4d0e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:24:35.988291Z",
     "start_time": "2025-02-12T12:24:35.746755Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    " 15, 15, 15, 19, 21, 22, 22, 22,\n",
    " 23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF', size=10 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=1.0 )\n",
    "# 图 例\n",
    "# plt.legend(prop=my_font) 是用来设置 图例（legend） 的字体属性的命令。具体来说，它会影响图例中所有文字的显示样式，包括字体类型、大小、粗细等。\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "e7850a232d3228fa",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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M5+QJo5wIoPHYlsK2p2AEAIA6NaOjLXu0t6bcNPzIm3JTKVPbWzOjo61GyQAah20pbHsKRgAAqFOlUikLZh+cjkmtaSmX0jqunJZyKZ2TWrNgziEplUY+5Q+A/2NbCttec60DAAAAmzalrTUL5x6VJd196Vq+Op2TJ2RGR5sfiAFeAttS2LYUjAAAUOdKpVJmdrZnZmd7raMANCzbUth2nCINAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVG1UCsa1a9fmxBNPzH777ZcDDjggxx57bB588MEkyeOPP57jjz8+++67b1772tfmhz/84Sa/zn/+53/m1a9+dfbdd9+cdNJJWbVq1WjEBwAA2CJFUeSOrt58a8my3NHVm6Ioah0JALaaUTuC8bTTTsv999+fu+66K29729tyyimnJEk+/vGP59BDD80DDzyQr33ta3nPe96TgYGBjZ7/9NNPZ86cOfnOd76TBx54IK961avyd3/3d6MVHwAAoCo9ff05Zt4tec/Fi/K3196b91y8KMfMuyU9ff21jgYAW8WoFIzjx4/Pm9/85pRKpSTJoYcemq6uriTJlVdemTPOOCNJMnPmzLzqVa/KLbfcstHX+N73vpfp06fn1a9+dZLkzDPPzGWXXTYa8QEAAKpSFEVmzV+c7hX9GagU6V9XyUClSPeK/pw8f7EjGQEYE2pyDcYLLrggb3vb27JixYoMDAxk1113HVrW2dmZpUuXbvScpUuXpqOjY9jjfvvb32b9+vWjkhkAAOClWtLdl57eNakMDi8SK4NFlvb2Z0l3X42SAcDWUypG+Vdmn/vc53Lddddl4cKFWbNmTV71qlflmWeeGVr+J3/yJzn++OMze/bsYc/753/+5/zqV7/KRRddlCTp7+/PxIkT88wzz6S5uXnocfPmzcu8efOGbq9cuTJXX331Nv5b1dbatWszfvz4WsegSubX+Myw8ZlhYzO/xmeGjc8MN23NukpWrR3ISD91lUrJK8a35GXjyqMf7HnMsLGZX+Mzw8Y31mc4Z86c9PT0bHJ58yaXbAPnn39+rrnmmtx4441pbW1Na2trmpub8+ijjw4dxdjV1ZWpU6du9NypU6fmhhtuGLrd1dWV3XbbbVi5mCRz587N3Llzh25PmTIlxx133Db6G9WH66+/fsz/Hccy82t8Ztj4zLCxmV/jM8PGZ4abdkdXbz568aIMVDZuGFvKpVx66qGZ2dleg2TDmWFjM7/GZ4aNb3uf4aidIj1v3rxcdtllueGGG7LTTjsN3f/Od74zF154YZLkjjvuyMMPP5yjjjpqo+cff/zx+dnPfpb77rsvSfLlL3857373u0clOwAAQDVmdLRlj/bWlJtKw+4vN5Uytb01MzraapQMALaeUTmCsaenJx/5yEey11575eijj06S7LDDDvnJT36Sf/zHf8z73//+7Lvvvhk3bly++c1vpqWlJUlyzjnn5FWvelXOOOOMTJw4MV/96ldz4oknZv369Xnta1+br3/966MRHwAAoCqlUikLZh+cWfMXZ1lvf1rKTRmoDGZqe2sWzDlk6IMwAaCRjUrBOGXKlE1+OtorX/nKfP/73x9x2bnnnjvs9lvf+ta89a1v3er5AAAAtpUpba1ZOPeoLOnuS9fy1emcPCEzOtqUiwCMGaN6DUYAAIDtUalUyszO9rq43iIAbG2jdg1GAAAAAGDsUTACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVa651AAAAAGDsKIoiS7r70rV8dTonT8iMjraUSqVaxwK2IQUjAAAAsFX09PVn1vzFWdbbn5ZyUwYqg9mjvTULZh+cKW2ttY4HbCNOkQYAAAC2WFEUmTV/cbpX9GegUqR/XSUDlSLdK/pz8vzFKYqi1hGBbUTBCAAAAGyxJd196eldk8rg8CKxMlhkaW9/lnT31SgZsK0pGAEAAIAt1rV8dZrLI19rsaXclK7lq0c5ETBaFIwAAADAFuucPCEDlcERlw1UBtM5ecIoJwJGi4IRAAAA2GIzOtqyR3tryk3Dj2IsN5Uytb01MzraapQM2NYUjAAAAMAWK5VKWTD74HRMak1LuZTWceW0lEvpnNSaBXMOSak08unTQONrrnUAAAAAYGyY0taahXOPypLuvnQtX53OyRMyo6NNuQhjnIIRAAAA2GpKpVJmdrZnZmd7raMAo8Qp0gAAAABA1RSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1RSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1RSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1RSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1RSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1ZprHQAAAOpJURRZ0t2XruWr0zl5QmZ0tKVUKtU6FgBA3VIwAgDA/9PT159Z8xdnWW9/WspNGagMZo/21iyYfXCmtLXWOh4AQF1yijQAAOTZIxdnzV+c7hX9GagU6V9XyUClSPeK/pw8f3GKoqh1RACAuqRgBACAJEu6+9LTuyaVweFFYmWwyNLe/izp7qtRMgCA+qZgBACAJF3LV6e5PPK1FlvKTelavnqUEwEANAYFIwAAJOmcPCEDlcERlw1UBtM5ecIoJwIAaAwKRgAASDKjoy17tLem3DT8KMZyUylT21szo6OtRskAAOqbghEAAJKUSqUsmH1wOia1pqVcSuu4clrKpXROas2COYekVBr59GkAgO1dc60DAABAvZjS1pqFc4/Kku6+dC1fnc7JEzKjo025CADwAhSMAADwHKVSKTM72zOzs73WUQAAGoJTpAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqo1KwfihD30onZ2dKZVKufPOO5MkK1asyLRp04b+22+//dLc3Jze3t6Nnt/V1ZVyuTzs8Q899NBoRAcAAAAAXsCofIr0O97xjpx99tk54ogjhu6bNGnSUNmYJOeff35uueWWtLeP/Gl9EydOHPZ4AAAAAKD2RqVgPPLII1/0MZdcckk+//nPj0IaAAAAAGBrqYtrMN5+++3p6+vLCSecsMnHrF69OjNnzsyBBx6Yc889N5VKZRQTAgAAAAAjKRVFUYzWN+vs7Mx3vvOdTJs2bdj9c+bMyaRJk3LeeeeN+LxnnnkmTz75ZHbZZZf09vbmXe96V4499ticffbZGz123rx5mTdv3tDtlStX5uqrr96qf496s3bt2owfP77WMaiS+TU+M2x8ZtjYzK/xmWHjM8PGZ4aNzfwanxk2vrE+wzlz5qSnp2eTy2teMD799NPZbbfdcscdd+TVr371Zn2dyy67LJdeemmuu+66F33slClTXvAFGAuuv/76HHfccbWOQZXMr/GZYeMzw8Zmfo3PDBufGTY+M2xs5tf4zLDxjfUZvli/VvNTpK+44ooccMABL1guPv744xkYGEjy7NGM11xzTaZPnz5aEQEAAACATRiVgvH0008fajqPO+647LPPPkPLLrnkksyZM2ej55xzzjm58MILkyS33XZbpk+fngMOOCAHHnhgdt1113zyk58cjegAAAAAwAsYlU+Rvuiiiza57Pbbbx/x/nPPPXfozyeddFJOOumkrZ4LAAAAANgyNT9FGgAAAABoXApGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGtqqiKHJHV2++tWRZ7ujqTVEUtY4EANSpDfsNa9ZV7Dew1dgfBYDRNyqfIs32oaevP7PmL86y3v60lJsyUBnMHu2tWTD74Expa611PACgjjx3v+HT0wby0YsX2W9gi9kfBYDacAQjW0VRFJk1f3G6V/RnoFKkf10lA5Ui3Sv6c/L8xX5zDAAMef5+Q1HEfgNbzP4oANSOgpGtYkl3X3p616QyOHzHrTJYZGlvf5Z099UoGQBQb+w3sC34dwUAtaNgZKvoWr46zeXSiMtayk3pWr56lBMBAPXKfgPbgn9XAFA7Cka2is7JEzJQGRxx2UBlMJ2TJ4xyIgCgXtlvYFvw7woAakfByFYxo6Mte7S3ptw0/LfG5aZSpra3ZkZHW42SAQD1xn4D24J/VwBQOwpGtopSqZQFsw9Ox6TWtJRLaR1XTku5lM5JrVkw55CUSiOfrgIAbH+ev99QKsV+A1vM/igA1E5zrQMwdkxpa83CuUdlSXdfupavTufkCZnR0WZnDgDYyHP3Gx6+Z1EuPfVQ+w1sMfujAFAbCka2qlKplJmd7ZnZ2V7rKABAnduw39B7f9m+A1uN/VEAGH1OkQYAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgZLtQFEXu6OrNt5Ysyx1dvSmKotaRAAAa3oZ9rDXrKvaxAGA71lzrALCt9fT1Z9b8xVnW25+WclMGKoPZo701C2YfnCltrbWOBwDQkJ67j/XpaQP56MWL7GMBwHbKEYyMaUVRZNb8xele0Z+BSpH+dZUMVIp0r+jPyfMX+y07AEAVnr+PVRSxjwUA2zEFI2Paku6+9PSuSWVw+E5uZbDI0t7+LOnuq1EyAIDGZR8LAHguBSNjWtfy1Wkul0Zc1lJuStfy1aOcCACg8dnHAgCeS8HImNY5eUIGKoMjLhuoDKZz8oRRTgQA0PjsYwEAz6VgZEyb0dGWPdpbU24a/hv2clMpU9tbM6OjrUbJAAAal30sAOC5FIyMaaVSKQtmH5yOSa1pKZfSOq6clnIpnZNas2DOISmVRj61BwCATXv+PlapFPtYALAda651ANjWprS1ZuHco7Kkuy9dy1enc/KEzOhos+MLALAFnruP9fA9i3LpqYfaxwKA7ZSCke1CqVTKzM72zOxsr3UUAIAxY8M+Vu/9ZftZALAdc4o0AAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAAAAAFA1BSMAAAAAULVRKRg/9KEPpbOzM6VSKXfeeefQ/Z2dnfmd3/mdTJs2LdOmTcsVV1yxya9xySWXZN99983ee++dU089NQMDA6OQHADgpSmKInd09eZbS5bljq7eFEVR60gADaVet6P1mGtDpjXrKnWTCdg+NY/GN3nHO96Rs88+O0ccccRGy6644opMmzbtBZ//m9/8Jp/+9Kfzs5/9LK985Svztre9LV/5ylfyF3/xF9soMQDAS9fT159Z8xdnWW9/WspNGagMZo/21iyYfXCmtLXWOh5A3avX7Wg95npupk9PG8hHL15U80zA9mtUjmA88sgjM2XKlKqff9VVV+Wtb31rdt1115RKpZxxxhm57LLLtmJCAIAtUxRFZs1fnO4V/RmoFOlfV8lApUj3iv6cPH+xo0oAXkS9bkfrMdfzMxVFap4J2L7V/BqMs2bNyv777585c+bkiSeeGPExS5cuTUdHx9Dtzs7OLF26dLQiAgC8qCXdfenpXZPK4PAf6iqDRZb29mdJd1+NkgE0hnrdjtZjrnrMBGzfSsUo/mqjs7Mz3/nOd4ZOiV66dGmmTp2agYGBfOpTn8o999yT//7v/97oeR/84Afzqle9Kp/4xCeSJL/85S9z/PHHj1gyzps3L/PmzRu6vXLlylx99dXb5i9UJ9auXZvx48fXOgZVMr/GZ4aNzwwbW73Mb826SlatHchIe1alUvKK8S152bjy6AdrAPUyQ6pnho2vHmZYr9vResz1/EyvGJesWlfbTGyZelgH2TJjfYZz5sxJT0/PJpePyjUYN2Xq1KlJkpaWlpx11lnZb7/9Nvm4hx56aOh2V1fX0HOfb+7cuZk7d+7Q7SlTpuS4447biqnrz/XXXz/m/45jmfk1PjNsfGbY2Oplfnd09eajFy/KQGXjn0BbyqVceuqhmdnZXoNk9a9eZkj1zLDx1cMM63U7Wo+5np/psweuz9/+rLmmmdgy9bAOsmW29xnW7BTp1atXZ+XKlUO3L7vsskyfPn3Ex/7xH/9xrr322jz66KMpiiIXXnhh3v3ud49SUgCAFzejoy17tLem3FQadn+5qZSp7a2Z0dFWo2QAjaFet6P1mKseMwHbt1EpGE8//fRMmTIlPT09Oe6447LPPvvksccey9FHH53Xve512X///XPLLbdkwYIFQ8855ZRTcu211yZJ9tprr3z2s5/N4Ycfnn322Sc777xzTj/99NGIDgCwWUqlUhbMPjgdk1rTUi6ldVw5LeVSOie1ZsGcQ1IqlV78iwBsx+p1O1qPuZ6fqVRKzTMB27dROUX6oosuGvH+n//855t8zle/+tVht0899dSceuqpWzUXAMDWNKWtNQvnHpUl3X3pWr46nZMnZEZHmx/0ADZTvW5H6zHXczM9fM+iXHrqoTXPBGy/XrBgfOaZZ/I///M/mTx5cg4//PCNlhdFkRNOOCH/9V//tc0CAgA0klKplJmd7a59BVClet2O1mOuDZl67y/XVS5g+/OCBePtt9+eL33pS1m9enUWL1680fKVK1fmpz/96TYLBwAAAADUtxe8BuPRRx+ddevW5eUvf/nQfb/97W+zcOHCJMn999+ft7/97ds2IQAAAABQt170GowrVqzI2rVr8zd/8zdZu3ZtLrjggpx11ll59NFHs3Tp0vz5n//5aOQEAAAAAOrQJo9gfOqpp/LVr341u+22W/baa6987nOfyznnnJOiKPLP//zPeeaZZ/Lggw/mda973WjmBQAAAADqyCYLxl/84hc54YQTsnr16qxduzZLly7NsmXLUiqVsnz58qxduzZ77bVXHnnkkdHMCwAAAADUkU2eIv36178+ybOfJP3UU0/lxhtvTFEUKYoiy5Yty5lnnpl169bloosuygc/+MFRCwwAAAAA1I8XvQZje3t7mpub8453vCOveMUrsmLFirzmNa9JkowbNy6TJk3a5iEBAAAAgPr0ggXjb37zmzzyyCM544wzcvnll6dcLmf33XfPj370o7zuda/L5MmTc8ABB6Svry9tbW2jlRkAAAAAqBMvWDC2t7dn4cKFKZVKSZJKpZK1a9dm+fLl+e53v5tVq1blLW95y9ByAAAAAGD78oIF44477pgdd9xxo/v322+/HHbYYbn88suzevXq7LTTTtsqHwAAAABQxzZZMD711FOZOHHisPtWrVqV888/P6997WszMDCQj3zkI3n00Ue3eUgAAAAAoD5tsmD8whe+kHHjxuX666/Pcccdl+9+97v5+te/nhtuuCEf+MAHUhRFOjs7RzEqAAAAAFBvNlkwvvnNb87hhx+em2++OX/7t3+bm2++Ofvvv38ee+yxXH755SmKIk888cRoZgUAAAAA6swmC8YNH9zy/P93dHTkb/7mb5IkCxcu3Nb5AAAAAIA69oIf8jKSpUuX5rzzzktRFFm6dOm2yAQAAAAANIhNFoy/+MUv8oMf/CCTJk3K5z73uUyaNCm33357dt5557zjHe9IURT5zne+M4pRAQAAAIB6s8mC8bTTTkuS3HnnnXnqqadyyimnpKmpKX/5l3+ZRYsWpSiKrFq1KoODg2lqahq1wAAAvHRFUWRJd1+6lq9O5+QJmdHRNnQJHGD7tWHbsGZdJXd09do2AFCVTRaMvb29mTt3bubPn5+mpqZcd911WblyZdasWZOZM2dm5513zi233JJbb701Rx111GhmBgDgJejp68+s+YuzrLc/LeWmDFQGs0d7axbMPjhT2lprHQ+okeduGz49bSAfvXiRbQMAVdnkoYf33XdfLrroojQ1NeX666/PjTfemPe85z35sz/7s3zta1/LPffckyOPPDJ33333aOYFAOAlKIois+YvTveK/gxUivSvq2SgUqR7RX9Onr84RVHUOiJQA8/fNhRFbBsAqNomj2A87LDDhv68++6754ILLkiSlMvl/M3f/E123XXXbZ8OAIAtsqS7Lz29a1IZHF4WVAaLLO3tz5LuvszsbK9ROqBWbBsA2Jo26+KJr33ta4fdVi4CADSGruWr01we+XpqLeWmdC1fPcqJgHpg2wDA1uTTWQAAxrDOyRMyUBkccdlAZTCdkyeMciKgHtg2ALA1KRgBAMawGR1t2aO9NeWm4UcqlZtKmdremhkdbTVKBtSSbQMAW5OCEQBgDCuVSlkw++B0TGpNS7mU1nHltJRL6ZzUmgVzDkmpNPIpksDY9vxtQ6kU2wYAqrbJD3kBAGBsmNLWmoVzj8qS7r50LV+dzskTMqOjTYEA27nnbhsevmdRLj31UNsGAKqiYAQA2A6USqXM7Gz3qbDAMBu2Db33l20fAKiaU6QBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqKRgBAAAAgKopGAEAAACAqikYAQAAAICqjUrB+KEPfSidnZ0plUq58847kyRr167NiSeemP322y8HHHBAjj322Dz44IMjPr+rqyvlcjnTpk0b+u+hhx4ajegAAAAAwAsYlYLxHe94R2677bZ0dHQMu/+0007L/fffn7vuuitve9vbcsopp2zya0ycODF33nnn0H977733to4NAAAAALyIUSkYjzzyyEyZMmXYfePHj8+b3/zmlEqlJMmhhx6arq6u0YgDAAAAAGwlpaIoitH6Zp2dnfnOd76TadOmbbTs/e9/f9rb23PBBRdstKyrqyv77rtvpk2blkqlkhNPPDGf/OQnUy6XN3rsvHnzMm/evKHbK1euzNVXX71V/x71Zu3atRk/fnytY1Al82t8Ztj4zLCxmV/jM8PGZ4aNzwwbm/k1PjNsfGN9hnPmzElPT88ml9dFwfi5z30u1113XRYuXJjW1taNnvfMM8/kySefzC677JLe3t68613vyrHHHpuzzz77Rb/nlClTXvAFGAuuv/76HHfccbWOQZXMr/GZYeMzw8Zmfo3PDBufGTY+M2xs5tf4zLDxjfUZvli/VvNPkT7//PNzzTXX5Hvf+96I5WKS7LDDDtlll12SJO3t7Zk9e3ZuvfXW0YwJAAAAAIygpgXjvHnzctlll+WGG27ITjvttMnHPf744xkYGEjy7NGM11xzTaZPnz5KKQEAAACATRmVgvH0008fOpTyuOOOyz777JOenp585CMfycqVK3P00Udn2rRpOeSQQ4aec8455+TCCy9Mktx2222ZPn16DjjggBx44IHZdddd88lPfnI0ogMAAAAAL6B5NL7JRRddNOL9L3T5x3PPPXfozyeddFJOOumkrZ4LAAAAANgyNb8GIwAAAADQuBSMAAAAAEDVFIwAAAAAQNUUjAAAAABA1RSMwDBFUeSOrt58a8my3NHV+4IfxrS92/BarVlX8VpBDVgHAQCgPozKp0gDjaGnrz+z5i/Ost7+tJSbMlAZzB7trVkw++BMaWutdby68tzX6tPTBvLRixd5rWAUWQcBAKB+OIIRSPLskUCz5i9O94r+DFSK9K+rZKBSpHtFf06ev9iRQc/x/NeqKOK1glFkHQQAgPqiYASSJEu6+9LTuyaVweE/mFcGiyzt7c+S7r4aJas/XiuoLesgAADUFwUjkCTpWr46zeXSiMtayk3pWr56lBPVL68V1JZ1EAAA6ouCEUiSdE6ekIHK4IjLBiqD6Zw8YZQT1S+vFdSWdRAAAOqLghFIkszoaMse7a0pNw0/KqjcVMrU9tbM6GirUbL647WC2rIOAgBAfVEwAkmSUqmUBbMPTsek1rSUS2kdV05LuZTOSa1ZMOeQlEojn464PXr+a1UqxWsFo8g6CAAA9aW51gGA+jGlrTUL5x6VJd196Vq+Op2TJ2RGR5sf1kfw3Nfq4XsW5dJTD/VawSiyDgIAQP1QMALDlEqlzOxsz8zO9lpHqXsbXqve+8teL6gB6yAAANQHp0gDAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMDawoihyR1dv1qyr5I6u3hRFUetIvATmt/k2vFbfWrLMawUAAAB1prnWAahOT19/Zs1fnGW9/fn0tIF89OJF2aO9NQtmH5wpba21jseLML/N99zXqqXclIHKoNcKAAAA6ogjGBtQURSZNX9xulf0Z6BSpCiSgUqR7hX9OXn+Ykd31Tnz23zPf63611W8VgAAAFBnFIwNaEl3X3p616QyOLxcqQwWWdrbnyXdfTVKxuYwv83ntQIAAID6p2BsQF3LV6e5XBpxWUu5KV3LV49yIl4K89t8XisAAACofwrGBtQ5eUIGKoMjLhuoDKZz8oRRTsRLYX6bz2sFAAAA9U/B2IBmdLRlj/bWlJuGH9lVbiplantrZnS01SgZm8P8Np/XCgAAAOqfgrEBlUqlLJh9cDomtaalXEqplLSUS+mc1JoFcw5JqTTyKaXUB/PbfM9/rVrHlb1WAAAAUGeaax2A6kxpa83CuUdlSXdfHr5nUS499dDM6GhTuDQI89t8z32tupavTufkCV4rAAAAqCMKxgZWKpUys7M9vfeXM7OzvdZxeInMb/NteK28TgAAAFB/nCINAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVG1UCsYPfehD6ezsTKlUyp133jl0/wMPPJDDDjss++23X2bOnJl77713k1/jkksuyb777pu99947p556agYGBkYhOQAAAADwQkalYHzHO96R2267LR0dHcPuP/3003PaaaflV7/6VT72sY/lAx/4wIjP/81vfpNPf/rTufXWW/Pggw/msccey1e+8pVRSA4AAAAAvJBRKRiPPPLITJkyZdh9jz/+eJYsWZL3ve99SZI//uM/zrJly/Lggw9u9Pyrrroqb33rW7PrrrumVCrljDPOyGWXXTYa0QEAAACAF9Bcq2+8bNmy7LbbbmlufjZCqVTK1KlTs3Tp0uyzzz7DHrt06dJhRz92dnZm6dKlI37defPmZd68eUO3V65cmeuvv34b/A3qx9q1a8f833EsM7/GZ4aNzwwbm/k1PjNsfGbY+MywsZlf4zPDxre9z7BmBeO2Mnfu3MydO3fo9pQpU3LcccfVMNG2d/3114/5v+NYZn6Nzwwbnxk2NvNrfGbY+Myw8ZlhYzO/xmeGjW97n2HNPkV6jz32yG9/+9usX78+SVIURZYuXZqpU6du9NipU6emu7t76HZXV9eIjwMAAAAARlfNCsZddtklBx54YL75zW8mSa6++upMmTJlo9Ojk2evz3jttdfm0UcfTVEUufDCC/Pud797tCMDAAAAAM8zKgXj6aefnilTpqSnpyfHHXfcUIl40UUX5aKLLsp+++2XL3zhC/na17429JxTTjkl1157bZJkr732ymc/+9kcfvjh2WeffbLzzjvn9NNPH43oAAAAAMALGJVrMF500UUj3v87v/M7+fGPfzzisq9+9avDbp966qk59dRTt3o2AAAAAKB6NTtFGgAAAABofApGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGAAAAAKBqCkYAAAAAoGoKRgAAAACgagpGAAAAAKBqzbUOAADUv6IosqS7L13LV6dz8oTM6GhLqVSqdSwAAKAOKBgBgBfU09efWfMXZ1lvf1rKTRmoDGaP9tYsmH1wprS11joeAABQY06RBgA2qSiKzJq/ON0r+jNQKdK/rpKBSpHuFf05ef7iFEVR64gAAECNKRgBgE1a0t2Xnt41qQwOLxIrg0WW9vZnSXdfjZIBAAD1QsEIAGxS1/LVaS6PfK3FlnJTupavHuVEAABAvVEwAgCb1Dl5QgYqgyMuG6gMpnPyhFFOBAAA1BsFIwCwSTM62rJHe2vKTcOPYiw3lTK1vTUzOtpqlAwAAKgXCkYAYJNKpVIWzD44HZNa01IupXVcOS3lUjontWbBnENSKo18+jQAALD9aK51AACgvk1pa83CuUdlSXdfupavTufkCZnR0aZcBAAAkigYAYDNUCqVMrOzPTM722sdBQAAqDNOkQYAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqtZc6wAAwP8piiJLuvvStXx1OidPyIyOtpRKpVrHAgAA2CQFIwDUiZ6+/syavzjLevvTUm7KQGUwe7S3ZsHsgzOlrbXW8QAAAEbkFGkAqANFUWTW/MXpXtGfgUqR/nWVDFSKdK/oz8nzF6coilpHBAAAGJGCEQDqwJLuvvT0rkllcHiRWBkssrS3P0u6+2qUDAAA4IUpGAGgDnQtX53m8sjXWmwpN6Vr+epRTgQAALB5FIwAUAc6J0/IQGVwxGUDlcF0Tp4wyokAAAA2j4IRAOrAjI627NHemnLT8KMYy02lTG1vzYyOtholAwAAeGEKRgCoA6VSKQtmH5yOSa1pKZfSOq6clnIpnZNas2DOISmVRj59GgAAoNaaax0AAHjWlLbWLJx7VJZ096Vr+ep0Tp6QGR1tykUAAKCuKRgBoI6USqXM7GzPzM72WkcBAADYLE6RBgAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACqVvMPeVmxYkWOOeaYodv9/f359a9/nccffzzt7f93gfuurq7svffe2X///Yfuu/rqq7P33nuPal4AAAAA4P/UvGCcNGlS7rzzzqHb559/fm655ZZh5eIGEydOHPZYAAAAAKC26u4U6UsuuSRz5sypdQwAAAAAYDOUiqIoah1ig9tvvz0nnXRSenp60tw8/ODKrq6u7Lvvvpk2bVoqlUpOPPHEfPKTn0y5XB72uHnz5mXevHlDt1euXJmrr756VPLXytq1azN+/Phax6BK5tf4zLDxmWFjM7/GZ4aNzwwbnxk2NvNrfGbY+Mb6DOfMmZOenp5NLq+rgnHOnDmZNGlSzjvvvI2WPfPMM3nyySezyy67pLe3N+9617ty7LHH5uyzz37BrzllypQXfAHGguuvvz7HHXdcrWNQJfNrfGbY+MywsZlf4zPDxmeGjc8MG5v5NT4zbHxjfYYv1q/VzSnSTz/9dK688srMnj17xOU77LBDdtlllyRJe3t7Zs+enVtvvXU0IwIAAAAAz1M3BeMVV1yRAw44IK9+9atHXP74449nYGAgybNHM15zzTWZPn36aEYEAAAAAJ6nbgrGkT7c5ZxzzsmFF16YJLntttsyffr0HHDAATnwwAOz66675pOf/GQtogIAAAAA/0/ziz9kdNx+++0b3XfuuecO/fmkk07KSSedNJqRAAAAAIAXUTdHMAIAAAAAjUfBCAAAAABUTcEIAAAAAFRNwQjAdqsoitzR1Zs16yq5o6s3RVHUOhIAAEDDUTACsF3q6evPMfNuyXsuXpRVawfynosX5Zh5t6Snr7/W0QAAABqKghGA7U5RFJk1f3G6V/RnoFKkKJKBSpHuFf05ef5iRzICAAC8BApGALY7S7r70tO7JpXB4UViZbDI0t7+LOnuq1EyAACAxqNgBGC707V8dZrLpRGXtZSb0rV89SgnAgAAaFwKRgC2O52TJ2SgMjjisoHKYDonTxjlRAAAAI1LwQjAdmdGR1v2aG9NuWn4UYzlplKmtrdmRkdbjZIBAAA0HgUjANudUqmUBbMPTsek1rSUSymVkpZyKZ2TWrNgziEplUY+fRoAAICNNdc6AADUwpS21iyce1SWdPfl4XsW5dJTD82MjjblIgAAwEvkCEYAtlulUikzO9vzsnHlzOxsVy4CAABUQcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVE3BCAAAAABUTcEIAAAAAFRNwQgAAAAAVK251gEA2LqKosiS7r50LV+dzskTMqOjLaVSSSYAAAC2CQUjwBjS09efWfMXZ1lvf1rKTRmoDGaP9tYsmH1wprS1ygQAAMBW5xRpgDGiKIrMmr843Sv6M1Ap0r+ukoFKke4V/Tl5/uIURSETAAAAW52CEWCMWNLdl57eNakMDi/tKoNFlvb2Z0l3n0wAAABsdQpGgDGia/nqNJdHvq5hS7kpXctXj3Ki+swEAADA1qVgBBgjOidPyEBlcMRlA5XBdE6eMMqJ6jMTAAAAW5eCEWCMmNHRlj3aW1NuGn7EYLmplKntrZnR0SYTAAAAW52CEWCMKJVKWTD74HRMak1LuZTWceW0lEvpnNSaBXMOSak08qnK21smAAAAtq7mWgcAYOuZ0taahXOPypLuvnQtX53OyRMyo6OtpkVePWYCAABg61EwAowxpVIpMzvbM7OzvdZRhtRjJgAAALYOp0gDAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFVTMAIAAAAAVVMwAgAAAABVUzACAAAAAFUrFUVR1DrEtrTDDjtk5513rnWMberpp5/Oy1/+8lrHoErm1/jMsPGZYWMzv8Znho3PDBufGTY282t8Ztj4xvoMn3jiiTzzzDObXD7mC8btwZQpU9LT01PrGFTJ/BqfGTY+M2xs5tf4zLDxmWHjM8PGZn6Nzwwb3/Y+Q6dIAwAAAABVUzACAAAAAFVTMI4Bc+fOrXUEtoD5NT4zbHxm2NjMr/GZYeMzw8Znho3N/BqfGTa+7X2GrsEIAAAAAFTNEYwAAAAAQNUUjAAAAABA1RSMAAAAAEDVFIwAANS1Z555ptYRYLu3fv36WkdgC9iONj7rIPVOwThGPfroo3n44YdrHYMtYIaNzwzHjqeeeqrWEdgC5tfYfv7zn+ev//qvc/fdd9c6ClvAetjYfv7zn+fzn/98ent7ax2FKtiONj7r4Ngw1t8LFYxj0C9/+cscc8wxWbhwYa2jUCUzbHxmOHbcfffdOeWUU/Lf//3ftY5CFcyvsf3617/OX/7lX2b16tV5/PHH88QTT9Q6ElWwHja2X//61/nzP//z/PjHP86DDz5Y6zi8RLajjc86ODZsD++FCsYx5sEHH8zZZ5+d97znPVm+fHl+/vOf1zoSL5EZNj4zHDseeuihfPCDH8zee++dtWvXmmWDMb/G9uCDD+b000/Pxz72sVx88cV55JFHctddd2XlypW1jsZLYD1sbBvWw3POOSeXXXZZ/ud//ieLFy+udSw2k+1o47MOjg3bzXthwZjx4IMPFm984xuLyy67rCiKorjnnnuK8847r7j99ttrnIzNZYaNzwzHjgceeKA49thji2uuuaYoiqL44Q9/WFx99dXFvffeW+NkbA7za2y/+MUvihNOOGFoW1oURTEwMFDMmTOnuPjii4vly5fXMB2by3rY2O67777iLW95y7D1sLe3t3jb295WXHfddTVMxuawHW181sGxYXt6L3QE4xhxzz335P3vf38+/OEP593vfneS5LWvfW1WrVqV2bNn56c//WmNE/JizLDxmeHYce+99+bDH/5wZs+enbe//e1Jkt///d/P4sWL8+1vf9s1jOqc+TW2vr6+nHjiiTn88MPz7ne/O0VRJEmuuuqq3HvvvVm1alXuvvtu16Gqc9bDxlUURR599NG84x3vyLHHHju0T5MkN954Y3p6enLTTTdlyZIlNUzJC7EdbWzWwbFje3svVDCOAQMDA1m8eHH23HPPnHDCCUP3z58/P7/4xS/yxS9+MYsXL84dd9xRw5S8EDNsfOvWrTPDMeLJJ5/MKaeckje84Q3Ddsr/4z/+I7fffnv222+/dHV15Re/+EWNkzIS82t8bW1tueSSS1IURR544IGUSqXMnz8///7v/57rrrsuc+fOzQ9+8INcc801Wb58ea3jMgLrYWMrlUrZddddc+6552a33XbLI488kuTZfZpLLrkkN954Y+bNm5eLLroo1113XY3TMhLb0cZWKpXyyle+0jrY4LbH90IF4xjQ0tKS973vfTn99NNzySWXJEkuv/zyXHnllfnSl76U448/Pq2trXnPe96TH/3oRzVOy0jMsPGNGzcu73nPe8xwDNhxxx0zb968rFu3bthO+Te+8Y1ceeWVeec735mHH3443/nOd3LXXXfVOi7PY36Nq1KpDP35yCOPzJve9KZcccUVOffcc3PdddflwgsvzOTJk3PXXXflv/7rv3LfffflnnvuyerVq2uYmpFYD8eGN77xjdl1111zyy235Lzzzst3v/vdXHjhhdlpp51y77335ic/+Ukuv/xyR1HVkWeeeWboz7ajjWlwcDDJsyWjdbCxbY/vhc21DsDWscMOO+Sggw7K4OBgZs2alV//+tf57ne/m0mTJuX222/PFVdckbPOOit33313pk6dmj322KPWkcmzP0yVy+UURWGGDeo3v/lNfvnLX+Ytb3lLXvayl5nhGPH6178+48ePz6WXXpqWlpYsWrQoF154YXbdddf89Kc/zb//+7/nne98Z7q7uzNp0qRMmTKl1pF5jte//vV52cteZn4N5Mknn8ySJUty+OGHZ4cddkipVMq0adPS39+fP/3TP83Xvva1dHZ25kc/+lE+9alP5V/+5V9y+OGH5/bbb09LS0ut4zMC62Hj6e7uziOPPJJKpZIjjjgiEydOzIEHHpgnn3wyX/va14bWw9tvvz2f/OQn85WvfCWve93r8oMf/CDr169Pc7MfLWvp17/+da666qqccsopaW9vTxLb0QazcuXK/OQnP8ng4GDe9KY3ZeLEiTnooIOsgw1ocHAwpVJp+3svrNG1H9lCjz32WPHII49sdP8zzzxTfOUrXyk+//nPF0VRFHfeeWfxhje8obj++uuLoiiKnp6e4umnnx7VrIxs7dq1xec+97niF7/4xbD7zbBxPPDAA8Uf/MEfFGeeeWbR3d09dL8ZNp6VK1cWd999d7F48eJh9y9atKg4+OCDi5tuuqkoiqL40Y9+VBx99NHFzTffXBRFUdx///3F2rVrRz0vwz300EPF1VdfXdxwww3D7v/JT35ifg3ikUceKW688cYRly1ZsqT44he/WPzHf/xH8aY3vWloW1oURbF+/frRisiLeOKJJ4qf/vSnxfe///1h91sPG8Ojjz5a/NEf/VHxuc99rnjLW95S/Mu//Muw5TfeeGPxX//1X8W3v/3t4rjjjrMe1pmlS5cWRx55ZHHllVeOuNx2tP499dRTxeWXX14sWbKkOPXUU4vLL798aFmlUrEONognn3yyePLJJ4uiKIrBwcGh+7eX98JSUfy/E8FpKJ/85Cfz9NNP56Mf/ehGLfeaNWvy05/+NNddd11uuummfOlLX8rhhx+eoihSKpVqlJiR/NM//VMuvfTSXHnlldl3332H7jfD+vfggw/m1FNPzV/91V/l6KOPTm9vbzo6OoaWm2HjePrpp3PVVVfloIMOytVXX53ddtstb3zjG9PZ2ZlyuZyf/vSnWbhwYaZOnZqvfe1r+chHPpI//MM/TBLzrAO9vb35wAc+kBNOOCH9/f05+eST09bWNrTc/BrDD37wgyxevDgf+9jHsnTp0jz22GOZOXPm0PLFixfnpJNOymc+85mccsopGRwcTFOTK/3Ui6effjpXXHFF9t1331xwwQU59NBD89GPfnRo+c9+9rPceOON1sM6VRRFvv/976e/vz9vf/vb88gjj+Tf//3fc9ZZZ+VlL3tZSqVSVq9endtuuy1/+Zd/mb/927/N+973PuthnSiKItddd12efPLJvP/978/g4GB++tOfpiiKHHzwwUOPsx2tb7/85S/z8MMP59hjj83y5cuzbNmydHZ2Du3TPPXUU7n99tutg3VszZo1Of/88zNp0qS85z3vyU477TTsPW57eC/0r7FBHX744Xnqqady0UUXpaenZ9iyl73sZZkxY0b23nvvHH744Tn88MOTZEz8gx1r/vRP/zSHHHJIzjrrrKE5Pv3002ZY59auXZvLLrssZ5xxRt761rfmt7/9bW644YY8+eSTQ48xw8axatWqdHZ2Zv/998/ZZ5+dVatW5dvf/nYeeOCBJMlBBx2UY445Jueff37e9a535Q//8A+HXR+H2iqVSpk7d25OO+207L///vmv//qvXHPNNVmzZk2KojC/BvGa17wmg4ODefDBB3P33Xfn3HPPzRe+8IWh5QcffHCuuuqqPPLII+nu7vYDVZ35+c9/np122ilHHnlk5s+fn+9///v5zGc+M7T8wAMPtB7WqQ2n8R100EF55StfmUqlktbW1iTP7u9smM+ECRNy7LHH5l/+5V/S3NycJ554wnpYBzbM7w//8A+z1157ZdmyZfmjP/qjfO1rX8vf//3fD10XPLEdrVcbtoW77rprLrnkknzjG9/I+973vvz1X/913va2tw1tSydOnJjjjjvOOljHXvayl2XcuHF54oknctVVV6Wvry+lUmloxtvDe6F/kQ3qiCOOyPz589Pc3JyLLrooy5YtG7Z8/PjxmTVrVk444YRce+21wy6cTu1tOHB4t912yznnnJMPfehDef/7359TTz01K1asSGKG9Wz8+PF597vfnXe+851Jkv322y/Tp0/P9ddfP2xOZtgYmpub893vfje33357Wltb88EPfjCDg4NZuHDh0GMOOuigXHjhhXnooYfym9/8xg5dHWlpaRm61tQDDzyQpUuXZsGCBUMX1U7Mrx49/vjj+e1vfzt0e3BwMN///vdz33335YQTTsill16a2267LQsWLBh6zKGHHpo//uM/zstf/vJaROYFvPKVr8y//du/ZeHChdlxxx3zrW99K/fcc09uvPHGJBkq+62H9eXXv/51TjvttPzrv/5rbr311hx22GEpl8vZaaedctBBB6VcLifJ0AdINDU15fDDD09nZ2fGjx9fy+hk+PxuueWWHH744Vm0aFHe8pa35Mtf/nKuuOKK3H///bnpppuGnmM7Wl+eO8P77rsv559/fnbaaae89rWvzcc//vEsWLAgDz30UK666qqh51gH68/69euH/nzkkUfmD/7gD7Jy5cpcffXV6evrS1NT09DP/2P9vdAp0g1i0aJFGRgYyO///u8nGf7hIJ/5zGeyfv36/NVf/VXa2tqGdgaSZy+aPm7cuLzsZS+rVXT+n+fPsCiK9Pb25rbbbssb3vCGnHLKKenu7s5VV12VqVOnDj3PDOvHokWL8swzz+Soo44acfmtt96aI444IqVSadhh7mZYfx5//PFUKpXsuuuuKZVKQx/C84EPfCDTp0/P6tWr8w//8A/5wz/8w7zhDW8Yet7//u//ZpdddsmkSZNqF56h+e22227D7n/iiSey8847Z2BgIB/72Mfy+7//+3n7298+tNz86sdzL/Wy++67p1Qq5aabbso//MM/5OMf/3iOPfbYPPjgg7n33ntzwgknDNu3oT48fzu6cOHCnHvuuZk1a1b23HPPrFmzJi0tLUOnf21gPawPK1euzOc+97n83u/9XqZMmZJrrrkmZ5111tAle7773e/mmGOOyS9/+cu8973vzX//938PLRsrp/I1sufOb/fdd89VV12Vc845J5MmTcq4ceOG5tPV1ZWnnnoq+++/f40T83zPn+G3vvWtfPrTn87uu++eSy+9NHvuuWcOO+ywPPDAA/n5z3+eE088MePGjUtiHawnDz30UM4555y87W1vy9FHH52dd945ybOXfrnjjjvS1taWd73rXXnFK14xbG5j9b1wbNWlY9TPfvazfOhDH8rixYuHfttfLpdTqVRSKpXy2c9+Ni9/+cvz8Y9/PJdeeumwo6R23HFHpUYdGGmGpVIpkyZNyo477pjPf/7zOfvsszN37tzMnj07Tz311NBvOcywPmyY4ZIlS4YddfNcTz/9dL7//e8nGX6YuxnWnwsuuCBf+MIXhi5NcNBBB+Xwww/PJZdckttuuy0TJkzIGWecsdHcfvd3f3fM7Qg0oufPb4Odd945lUolLS0t+dCHPpRddtll2HLzqx/PvdTLsmXLMjg4mD/4gz/Ipz71qfzd3/1drrjiilx//fWZPn26crFOPX89POaYY/KNb3wjxx9/fI444oi88pWvzE9/+tMk/3fmRmI9rBfr16/P9OnTc/LJJ+f3f//387rXvS4DAwNDy/fZZ59ce+21ueiii/LVr3512LXCFRu199z5HXnkkZk+fXr6+vqyww47DM3nvvvuy49+9KPsuOOONU7LSJ4/ww2f2F4qlTJz5sxceOGF+Z//+Z/cc889OfTQQ4fKxcQ6WC/Wrl2bK6+8MkcddVQmTpw4rIc5+uijM3PmzKxbty5f/vKXc++99w6b21h9L1Qw1rkHHnggn/jEJ/KpT30qkydPznXXXZelS5cm+b+SMUk+/OEP58knn8yee+5pR7zOvNAMk2dPN3nzm9+cmTNn5t3vfne+/vWvZ+LEid446siLzXDDD05vetObsmbNmvT29tYqKpvp+dex3WGHHfJHf/RHeec735mLL744N998c2688cbsvvvutY7KCF7oOsTlcjkPPfRQ7rvvvmFHg1Nfnnupl4svvjgPP/xwkmd3yC+66KLstttuOeGEE8ywjj2/JC6KIlOnTs3uu++ecePGZeedd85BBx2UxA/D9WjixIk54IADkiTjxo3L7/zO7+Suu+4aWj44OJgvfvGLee9737vJMzeonZHmd/fddyd5tvQoimLo6Djb0fr0QjPcb7/98oUvfCHr16/PIYccYoZ17MADD8xpp52W3XbbLR/5yEfyyU9+Mv/8z/+c5Nl9mle96lW5+eabh/0CZyxzinSdGhwczC233JJ/+qd/yic+8Ynsuuuuede73pWTTz45r3nNa7Lvvvums7Nz6LFNTU15+umnXU+jjrzYDPfZZ5/sueeeGz3PIe/1o5r1kMawatWqvOIVr8hnP/vZDAwM5IwzzsiUKVOSJEuXLs3AwEAmTJiQXXfdtcZJGclz57d+/fqcdtpp2WOPPZI8eyTxX/zFX+TjH/94fvd3f7fGSdlgcy71ctZZZ2XHHXccdpQG9euF1sNKpZLFixdnl112yd57713jpGzw/PXwqaeeGvrZ4fHHH8/tt9+et7/97fnmN7+ZJ598Mm9961uHZkrtvZT57b777jnssMOyww471DIyz7O5M/zGN76R9vb2vOUtb6llXDbDypUrs9NOO+Wuu+7Kz3/+8xx++OE59dRT8773vS+nnHJKVq1alSeeeGK7eS/003CdWr9+fc4777y87nWvy5577pnTTz89/9//9//lwx/+cPr6+nLjjTcO/bZ/Q6mhXKwvLzbDhQsXDjvyZkPXr1ysH9Wsh9SnRYsW5dZbbx26PWHChCTJOeeck3K5nH/7t3/LE088kYGBgUydOjV77723crGOvND8mpqacuGFF2b58uVZv359Xv7yl+df/uVflIt1ZHMv9fKJT3wil19++bCLpVM/Nnc93FAeH3zwwdvND1SN4Lnr4SOPPJIkQ2fMlEql7LLLLuno6Mhvf/vbXHXVVfnd3/1d5WId2dz5Pfroo7nyyitTqVSUi3XmpczwqquuMr869fz3wp122ilJcsABB2TWrFnZd999c/XVV6e3tzdFUeQVr3jFdvVe6CfiOjVu3LhcdtllWb16dY444oicf/75ef3rX5/HHnssF1xwQX71q1/lnnvuya9//etaR2UTNmeGv/jFL4ZmqFisP9bDseGllBuXXXaZT/uuMy/1OsTr16/PK17xihqnZoOXeqmXvfbaK83NzbWMzAheynr4H//xH1m/fr1L9tSR56+H//mf/znsUi+VSiWVSiVf+cpXcsopp+QjH/lI/uAP/qCGiXmulzK/OXPm5Oyzz84b3/jGGibm+V7qDD/60Y+aYR0a6b0w2fhAoebm5rzqVa/aLn++VzDWqcHBwey0004599xz85a3vCXjxo3LqlWr8md/9mc59dRTc95552WHHXbIL3/5y6xcubLWcRmBGTY+M2x81ZQbfiiuH9WWU9vjDl29GRwczA9+8IN8+MMfzqc+9an87u/+bi644IKsWbMm999/f7q6upI8O8fBwcG0trbma1/7Wo444ojaBmcjSuLG9VLWw6ampkycODEf//jHh07fpLaqnZ/taP0ww7Hjhd4LN+x3lkql3Hvvvbnuuuty9NFH1zJu7RTUrfXr1xdFURRPPfVU8dd//dfFXnvtVXzzm98cWv7QQw8Vf/VXf1X84Ac/qFFCXowZNj4zbEyVSqW46aabije96U3FD3/4w+JXv/pVMX369OJLX/pS8f3vf7/4zW9+M+yxRfHsjKkP5tf4nnnmmeL4448vPvaxjxXLli0rjj766OL2228viqIorrjiiuLiiy8uenp6apySF2I9bHybsx4+/PDDQ49/4oknahWVEZhf4zPDxvdS3gvXr19ffPvb3y4WLVpUu8A15gjGOrbh4ucvf/nLM3fu3Bx//PE5/vjjkzx7bbhJkyZln3328SmndcwMG58ZNibXsW1s5tf4XGKi8VkPG9/mrId33313HnzwwSTJ5MmTa5yY5zK/xmeGjW9z3gs3XFOzXC7nhBNOyCGHHFLj1LWjYKwDy5Yty7333pu1a9dutKxUKmVwcDC77bZb/viP/3joMNzm5ubsuOOOOfPMM7PvvvuOdmSexwwbnxmOLcqNxmZ+jc8lJhqf9bDxbe56eN9991kP65D5NT4zbHybWxI/9NBDSbLdXyJEwVhjjz32WD70oQ/li1/8YhYvXjxs2eDgYJL/+61we3t7vvOd72Tt2rVDy6g9M2x8Zjj2KDcam/k1vqamplQqlbS1teUf//Ef8/Wvfz3Tp0/Pe9/73nzgAx9IknR0dOSmm27KnXfeWdOsjMx62Pish43N/BqfGTa+zX0v/N///V/vhVEw1tz//u//5swzz8yFF16Ye++9N3fddVd+9rOfJXl2g/TcAmPatGmZMWNGxo8fP1R2UHtm2PjMcOyxQ9fYzG9scImJxmY9HBush43N/BqfGTY274UvzfZ9/GYdmD59eh577LE0NzfnV7/6VR5++OHcddddOeCAA/L3f//3wwqMgYGBJMnatWuzww47+JTMOmGGjc8Mx6bn79D19/fboWsg5tc4li1bllWrVmXvvffO+PHjhy0b6RITkyZNGnaJCeqX9bBxWA8bm/k1PjMcu7wXbr5SURRFrUPwrDvvvDPTpk3LwMBA/vIv/zIf+MAH8vrXv37YY9avX7/dn9dfz8yw8Zlh43mhHbrk2VMbmpqactNNN6WtrS3Tp0+vQUo2xfwa22OPPZYzzjgjkyZNyqxZs3LkkUcOLdswuw3uvPPOfPvb384nPvGJjBs3zlHgdcR62Nish43N/BqfGY4N3gu3nH/NdWBDx3vAAQdkcHAwLS0ted/73pfddttto8cqNeqTGTY+M2xMrp/Z2Myv8bnEROOzHjY+62FjM7/GZ4aNz3vh1uGn5Dqw4RTLUqmUUqmUxx57LP39/U69bCBm2PjMsDFt2KE7+uijc/HFF2fHHXdMpVLJgQceOLRDt2FnYNq0aVm2bNmIv5GkNsyv8bnEROOzHjY+62FjM7/GZ4aNz3vh1qFgrDOPPvpozjvvvHzwgx9MR0dHreNQBTNsfGbYOOzQNTbza3w77rhjdtxxxyTJySefPOwSEz/+8Y+HXWKipaUlb3rTmxwFXmesh43PetjYzK/xmWHj8164dbgGY51ZvXp1VqxYkalTp9Y6ClUyw8Znho3J9TMbm/k1rqIoUiqVUhRFiqJIU1NTbr311uyxxx7p7OysdTxeAuth47IeNjbza3xmOHZ4L6yeV6TOTJgwIRMmTKh1DLaAGTY+M2wsG3boXD+zMZlf43OJicZnPWx81sPGZn6Nzwwbn/fCLeeqogA0tOfu0DU1NdmhazDmN7Y8+uij+cd//Mfst99+LjHRQKyHY4v1sLGZX+Mzw8bkvXDLOUUagDHjudfP3HPPPWsdh5fI/BqfS0w0Puth47MeNjbza3xm2Pi8F1ZHwQjAmGGHrrGZH9Se9RCA7Z33wuooGAEAAACAqrkGIwAAAABQNQUjAAAAAFA1BSMAAAAAUDUFIwAAAABQNQUjAADbxIoVKza6b3BwMP39/Zt8zh133JEf//jHSZLzzjsvSfL0008PLX/mmWe2ckoAALZUc60DAAAwNr3vfe/LmjVrht339NNPZ8qUKfnOd74z4nNWrVqVcrmcJHniiSeSJP/6r/+a733veymVSlm3bl1uv/32bZobAICXRsEIAMA2ccABB+QLX/jCsPu6urryzW9+c8THP/bYY1m6dGnK5XLuu+++PPnkk/ne976XgYGBXH/99Rk/fnz+5m/+ZjSiAwDwEigYAQAYVS9/+ctHvP+Vr3xl9txzz5x11lnZaaed8qpXvSpvetObctdddw09pqnJFX4AAOqNPTQAAOrKl770pdx8882ZOnXq0H2LFy/OokWLXIMRAKAOOYIRAIBt4pe//GXe8IY3DLtv7dq1efe73/2Cz3vuEYxJUhRFDj744IwfPz7/+Z//ua3iAgBQJQUjAADbxGte85oRr8G4qQ94GRwcTPLsEYxveMMb8vGPfzw9PT1ZvXp1fvGLX6S5uTnr1q3b1rEBAHiJFIwAANSFM888M/fdd9+w++68887st99+mTFjRpLkqquuqkU0AABegIIRAIBt4qWeIn3hhRdm+fLl+dKXvpQzzzwzd955Z974xjfmggsuGIW0AABUS8EIAMA28epXvzrnnXfesPu6urpe8CjECy+8MH/913+dnXbaKf/zP/+TSy65JHPmzMm6desybty4FEWxrWMDAPASKRgBANgmJk6cuNF9EyZMyGte85oRH//jH/84Z555ZnbaaadUKpXsuuuumTZtWtrb27Nq1aqcc8456ezs3MapAQB4qUqFXwMDAFBnBgcH09TUVOsYAABsBgUjAAAAAFA1vxYGAAAAAKqmYAQAAAAAqqZgBAAAAACqpmAEAAAAAKqmYAQAAAAAqqZgBAAAAACq9v8Dfxne/IWj+TkAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 9. 绘制条形图",
   "id": "ec7f9af50969211"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:39:01.776519Z",
     "start_time": "2025-02-12T12:39:01.550775Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    " width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.5, str(height), ha='center', va='bottom', fontproperties=my_font)\n",
    "plt.show()    "
   ],
   "id": "6652e2abf741f386",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 10. 直方图",
   "id": "306979ab1ff1c32a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:46:48.991715Z",
     "start_time": "2025-02-12T12:46:48.554395Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    " 107, 114,\n",
    " 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    " 99,\n",
    " 136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    " 95, 144,\n",
    " 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    " 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    " 116,\n",
    " 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    " 125,\n",
    " 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    " 102,123,\n",
    " 107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    " 109,\n",
    " 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    " 144, 83, 123,\n",
    " 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    " 110, 111, 109,\n",
    " 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    " 130, 141, 117, 106, 114, 121, 114, 133, 137,\n",
    " 92,121,\n",
    " 112, 146, 97, 137,\n",
    " 105, 98,\n",
    " 117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,100, 111,\n",
    " 101, 110,105, 129, 137, 112, 120, 113, 133, 112,\n",
    " 83,\n",
    " 94,\n",
    " 146, 133,\n",
    " 101,131, 116,\n",
    " 111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=18)\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    " # 计算组数\n",
    "group_num = int((max(time)- min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    " # 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 2))\n",
    " # 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    " #添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "ad42a26227e19eef",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 11. 饼状图",
   "id": "53e91eeceffaaeb5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-12T12:49:09.071862Z",
     "start_time": "2025-02-12T12:49:08.718583Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10]\n",
    " # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    " labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    " startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "56ad664335ab063f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
